{"id":"W1970467719","doi":"10.1016/j.humov.2012.06.005","title":"Visual perception of fatigued lifting actions","year":2012,"lang":"en","type":"article","venue":"Human Movement Science","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick; Queen's University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Perception; Kinematics; Psychology; Physical medicine and rehabilitation; Poison control; Lift (data mining); Visual perception; Cognitive psychology; Computer science; Medicine; Medical emergency; Machine learning","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001132788,0.0001812945,0.0001312797,0.000413431,0.0001443788,0.0004388104,0.0001173421,0.0003856906,0.006776568],"category_scores_gemma":[0.001935533,0.00009181327,0.0001584642,0.0001424585,0.0001289989,0.0003247716,0.0003692354,0.0002554023,0.0003327166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001620855,"about_ca_system_score_gemma":0.000138663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002516079,"about_ca_topic_score_gemma":0.002045368,"domain_scores_codex":[0.9999264,0.000009460176,0.000003218325,0.00001523168,0.00002043431,0.00002526091],"domain_scores_gemma":[0.9996432,0.0001317501,0.00003874627,0.00001611547,0.00009925147,0.00007086753],"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":[0.005555097,0.0001547585,0.01793059,0.000452323,0.00007966565,0.0005285161,0.001712505,0.000705337,0.8926548,0.0005107003,0.002678361,0.07703728],"study_design_scores_gemma":[0.0001026329,0.001059874,0.9688957,0.0001783796,0.00009417188,0.001196214,0.001657507,0.00312992,0.02038014,0.0005716917,0.002699661,0.0000340961],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881126,0.0005376303,0.002368384,0.0001290562,0.0000805742,0.00002879764,0.0002311531,0.00005139815,0.008460281],"genre_scores_gemma":[0.9966568,0.000320324,0.0007215713,0.0001173961,0.00002914138,0.00001472723,0.0001257952,0.00001810925,0.001996137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006776568,"threshold_uncertainty_score":0.02266991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.249648580397064,"score_gpt":0.575692860925705,"score_spread":0.326044280528641,"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."}}