{"id":"W6925312442","doi":"10.17605/osf.io/tzug3","title":"ManyBabies 1: START HERE","year":2017,"lang":"en","type":"article","venue":"Open Science Framework","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Process (computing); Focus (optics); Work (physics); Set (abstract data type)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009197083,0.0001146528,0.0001527596,0.00005009988,0.003252378,0.004110164,0.003765381,0.00006772813,0.001400198],"category_scores_gemma":[0.0005025644,0.00008307499,0.00003525415,0.0001957349,0.001283288,0.001691887,0.0003241498,0.0002207523,0.0007947281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005557874,"about_ca_system_score_gemma":0.0001578381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001701492,"about_ca_topic_score_gemma":0.0004882764,"domain_scores_codex":[0.9984925,0.00002054804,0.0001354899,0.0004373949,0.0004395966,0.0004745082],"domain_scores_gemma":[0.9983801,0.00006772645,0.0001318096,0.001138134,0.00005899971,0.0002232181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003320776,0.00001901165,0.347442,0.00001299348,0.000009337949,0.00007882038,0.0006586235,0.0005066628,0.00009408348,0.005320261,0.001313198,0.6445118],"study_design_scores_gemma":[0.0001335431,0.00008596289,0.9286721,0.0001758159,0.000006138572,0.00002522691,0.0008301944,0.01090982,0.000395763,0.03322532,0.02520914,0.0003309677],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7139789,0.0001224611,0.0001241244,0.002509341,0.001615867,0.0002145399,0.00001230196,0.0000247614,0.2813977],"genre_scores_gemma":[0.9640045,0.00004022114,0.03331681,0.0004710519,0.0001937796,1.064269e-8,0.000002307645,0.000002824371,0.001968547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6441808,"threshold_uncertainty_score":0.9999833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0382280970785801,"score_gpt":0.3032608824235986,"score_spread":0.2650327853450185,"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."}}