{"id":"W2889411674","doi":"10.7717/peerj.5439","title":"Energy cost associated with moving platforms","year":2018,"lang":"en","type":"article","venue":"PeerJ","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Cardiorespiratory fitness; Heart rate; Physical medicine and rehabilitation; Motion (physics); Energy expenditure; Task (project management); Medicine; Simulation; Physical therapy; Computer science; Engineering; Internal medicine; Blood pressure; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003461739,0.00008609237,0.0001293017,0.00005126348,0.0008952631,0.000004166473,0.00009002336,0.0001163388,0.001073911],"category_scores_gemma":[0.000115176,0.00006108175,0.00001549884,0.0001892607,0.00005351648,0.0001368729,0.00003055269,0.0002305284,0.0006090231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001209113,"about_ca_system_score_gemma":0.0003703461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004562063,"about_ca_topic_score_gemma":0.003136429,"domain_scores_codex":[0.9989185,0.00003388148,0.0002254374,0.0001361277,0.0002276011,0.0004584368],"domain_scores_gemma":[0.9990113,0.0002698943,0.0001368435,0.0001448758,0.0002864417,0.0001506193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003892178,0.00006027706,0.9163886,0.00008895006,0.00003001684,0.00000336657,0.002060589,0.000007579179,0.00003278423,0.00988798,0.05569422,0.01535642],"study_design_scores_gemma":[0.001232701,0.0002808743,0.8007823,0.0002603392,0.00001108796,0.000001172369,0.0002532603,0.004628162,0.00007873776,0.0009025209,0.191386,0.0001828603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9160627,0.00004637573,0.0009872805,0.0007098522,0.000742969,0.0002693873,0.00004709619,0.0001511681,0.08098316],"genre_scores_gemma":[0.9817538,0.00001084245,0.0001701589,0.004062431,0.0007199363,0.00007323832,0.00009893874,0.00001604539,0.0130946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1356918,"threshold_uncertainty_score":0.9998392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07580887029654752,"score_gpt":0.4229481583757879,"score_spread":0.3471392880792403,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}