{"id":"W4404850378","doi":"10.3138/ptc-2022-0054-cc_hall","title":"Clinician's Commentary on Hopkins-Rosseel et al.","year":2024,"lang":"en","type":"letter","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Gerontology; Computer science; Medicine; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005175903,0.001225267,0.001842063,0.001569782,0.01045494,0.005798586,0.003991021,0.08130191,0.01694861],"category_scores_gemma":[0.03266085,0.001339587,0.001750513,0.00161502,0.003697581,0.004836394,0.002545233,0.05159755,0.01481741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009934144,"about_ca_system_score_gemma":0.01946576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07871232,"about_ca_topic_score_gemma":0.1347029,"domain_scores_codex":[0.9937463,0.001170757,0.0005541561,0.000756796,0.002571167,0.001200809],"domain_scores_gemma":[0.9878835,0.00472454,0.0007306803,0.0002374487,0.00336339,0.003060352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001156631,0.000007435232,0.0000649842,0.00001435312,0.000002318417,0.0002316602,0.00005708436,0.00000945689,0.000017221,0.0003004392,0.9985263,0.0007570852],"study_design_scores_gemma":[0.00007556941,0.00003135653,0.0008137664,0.0003618993,0.00001951187,0.0006102666,0.0007101843,0.0002116783,0.0001031951,0.002636787,0.9943651,0.00006074826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001759795,0.0005020273,0.000034193,0.9606947,0.03400177,0.00002163851,0.00009889543,0.00003601732,0.004434811],"genre_scores_gemma":[0.0009776781,0.0002789235,0.00007375429,0.9713683,0.01763544,0.00004847814,0.00002833717,0.00002403417,0.009565037],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08130191,"threshold_uncertainty_score":0.1565083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03663920510053868,"score_gpt":0.4460274188888346,"score_spread":0.4093882137882959,"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."}}