{"id":"W2230655045","doi":"10.3138/ptc.2014-89e","title":"Examining the Need for a New Instrument to Evaluate Canadian Physiotherapy Students during Clinical Education Experiences","year":2016,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Physiotherapy Foundation of Canada","keywords":"Physical therapy; Physical medicine and rehabilitation; Medical education; Medicine; Psychology; Medical physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.01862734,0.0003424865,0.0004949801,0.001707425,0.002664172,0.002453064,0.001388549,0.0009537884,0.002957627],"category_scores_gemma":[0.05688393,0.0003399994,0.000519646,0.001924588,0.001240409,0.001304161,0.001824688,0.001802202,0.000423001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02080655,"about_ca_system_score_gemma":0.07699118,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6654268,"about_ca_topic_score_gemma":0.8336751,"domain_scores_codex":[0.9838201,0.002928628,0.001340613,0.0004711816,0.009689192,0.00175023],"domain_scores_gemma":[0.9276648,0.00925889,0.007043349,0.001024957,0.0460931,0.008914978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000435807,0.001043176,0.7721153,0.001038278,0.00007010825,0.0001659862,0.01097354,0.0002903895,0.002231916,0.000434499,0.0123221,0.1988789],"study_design_scores_gemma":[0.00008414831,0.0008838195,0.9692001,0.000551427,0.00004568633,0.0001456143,0.01296159,0.0009849308,0.000827681,0.00009972447,0.01414463,0.00007075606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707847,0.00121637,0.002550835,0.008533016,0.0004135318,0.002183953,0.0006811501,0.0001115088,0.01352493],"genre_scores_gemma":[0.9783646,0.001126618,0.01561501,0.001203246,0.00007641559,0.001244545,0.0006556875,0.00001877095,0.001695051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3345732,"threshold_uncertainty_score":0.6730871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04173474256938668,"score_gpt":0.4238768895341216,"score_spread":0.3821421469647349,"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."}}