{"id":"W7115574149","doi":"10.3138/ptc-2023-0034-cc","title":"Commentary on Mandel et al.","year":2025,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"","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":[0.02756157,0.001603924,0.003898197,0.002653012,0.008975121,0.008557796,0.01060114,0.07552005,0.0155714],"category_scores_gemma":[0.2046481,0.001690307,0.003731944,0.003336246,0.0100647,0.007959566,0.003890202,0.09558236,0.01067392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01504931,"about_ca_system_score_gemma":0.02996466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09415732,"about_ca_topic_score_gemma":0.1165509,"domain_scores_codex":[0.9770685,0.00675567,0.002475223,0.003285591,0.008815887,0.00159906],"domain_scores_gemma":[0.8533267,0.09925244,0.003219255,0.002698445,0.03499116,0.00651195],"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":[0.00001726256,0.000002829296,0.00002154246,0.00006180143,0.00001077076,0.00002736943,0.00004976087,0.00001238504,0.000006873718,0.001371043,0.9972474,0.001170879],"study_design_scores_gemma":[0.0001534816,0.00001516542,0.0003404671,0.001508525,0.00008713617,0.000189733,0.0002851366,0.0001177957,0.0001163669,0.01107552,0.9860349,0.0000758128],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00003005197,0.001982182,0.00005509919,0.9586094,0.03839752,0.000008729706,0.0001091325,0.0000113666,0.0007965744],"genre_scores_gemma":[0.0005446768,0.001189015,0.000118181,0.9647588,0.03161695,0.00004492611,0.00003231872,0.00002303175,0.001672206],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09415732,"threshold_uncertainty_score":0.1872185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04361432301448193,"score_gpt":0.4141295529163176,"score_spread":0.3705152299018357,"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."}}