{"id":"W4401459151","doi":"10.1097/phm.0000000000002599","title":"Choosing Wisely in Physical Medicine and Rehabilitation","year":2024,"lang":"en","type":"article","venue":"American Journal of Physical Medicine & Rehabilitation","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; University Health Network; Health Sciences Centre; Bridgepoint Active Healthcare; Western University; University of Toronto; Hamilton Health Sciences; Parkwood Institute; McMaster University; Sunnybrook Health Science Centre; Toronto Rehabilitation Institute; Hamilton Regional Laboratory Medicine Program","funders":"","keywords":"Stewardship (theology); Medicine; Rehabilitation; Resource (disambiguation); MEDLINE; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.01841611,0.0008921505,0.001097305,0.002783631,0.0116848,0.009134692,0.00362547,0.006241688,0.03668663],"category_scores_gemma":[0.07187185,0.0007101128,0.001404619,0.003218451,0.005149373,0.003878072,0.006087514,0.009025822,0.008113154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03525991,"about_ca_system_score_gemma":0.3048578,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6658126,"about_ca_topic_score_gemma":0.8875231,"domain_scores_codex":[0.958329,0.01008346,0.002429099,0.001294071,0.02270987,0.005154505],"domain_scores_gemma":[0.8812701,0.01020545,0.004649078,0.002945844,0.06097847,0.03995099],"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":[0.00006502714,0.0004796884,0.0117863,0.0009378521,0.00008673862,0.0002212577,0.001534943,0.0002989711,0.0004583216,0.00741965,0.7979353,0.1787759],"study_design_scores_gemma":[0.0001644759,0.0001965019,0.02794868,0.004426034,0.00009645075,0.0002944491,0.003877025,0.0005179875,0.000793341,0.005036666,0.9564343,0.0002139972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01264255,0.01029791,0.008647304,0.7889944,0.01439771,0.001425005,0.00138173,0.0007843478,0.161429],"genre_scores_gemma":[0.2405003,0.02988852,0.1376231,0.417665,0.004635522,0.001928779,0.002589142,0.000974115,0.1641955],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6658126,"threshold_uncertainty_score":0.6723109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2240410612189498,"score_gpt":0.5533606692309169,"score_spread":0.3293196080119671,"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."}}