{"id":"W1994022987","doi":"10.1016/j.apergo.2010.08.002","title":"An ergonomic evaluation of infant life jackets: Donning time &amp; donning accuracy","year":2010,"lang":"en","type":"article","venue":"Applied Ergonomics","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Human factors and ergonomics; Confusion; Engineering; Poison control; Injury prevention; CLIPS; Recreation; Aeronautics; Forensic engineering; Medicine; Psychology; Medical emergency; Surgery","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001874423,0.0003846371,0.0005229285,0.0002722432,0.0001694363,0.00007902623,0.0006651112,0.0003673557,0.002118618],"category_scores_gemma":[0.0001720999,0.0004316153,0.000191849,0.0001913266,0.0001955523,0.000260295,0.0001260603,0.0005523715,0.001235049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009901625,"about_ca_system_score_gemma":0.000282009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004162107,"about_ca_topic_score_gemma":0.0004596705,"domain_scores_codex":[0.9974567,0.0001040071,0.0008688505,0.0007737651,0.0002244687,0.0005722172],"domain_scores_gemma":[0.9973662,0.0002503469,0.0006006155,0.001346372,0.0001451379,0.0002912554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002561786,0.001412293,0.006800069,0.0001000499,0.001096238,0.000001287964,0.01224397,0.01656844,0.4623028,0.1756633,0.005657328,0.3155924],"study_design_scores_gemma":[0.0195156,0.0005767462,0.8375095,0.00009165652,0.001510691,0.00002963828,0.006009024,0.03496232,0.006159649,0.01470399,0.07401104,0.004920217],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613237,0.00012074,0.0003119348,0.0000579151,0.001103782,0.0007403205,0.0000328782,0.0001179606,0.0361908],"genre_scores_gemma":[0.9956124,0.00002620508,0.00305379,0.0003251601,0.0003891493,0.0001428463,0.0002578953,0.0001063033,0.00008629149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8307093,"threshold_uncertainty_score":0.9998136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02534809833891304,"score_gpt":0.3247512369985163,"score_spread":0.2994031386596032,"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."}}