{"id":"W4395000496","doi":"10.1177/17531934241246451","title":"Sustainable practices in hand therapy: a global perspective","year":2024,"lang":"en","type":"letter","venue":"Journal of Hand Surgery (European Volume)","topic":"Occupational Therapy Practice and Research","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hand and Upper Limb Clinic; St Joseph's Health Care; St Joseph's Health Centre; Western University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Perspective (graphical); Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01021191,0.000421017,0.001002852,0.000996506,0.0008163411,0.0004882278,0.0005398846,0.0005639374,0.001295888],"category_scores_gemma":[0.004134812,0.0003057278,0.0005433874,0.0008826567,0.000202084,0.0009867022,0.0002068465,0.008636743,0.0009323814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001489844,"about_ca_system_score_gemma":0.004654362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009895468,"about_ca_topic_score_gemma":0.00007031586,"domain_scores_codex":[0.9882792,0.007232018,0.001617165,0.0004729381,0.001295884,0.001102748],"domain_scores_gemma":[0.98988,0.004260724,0.003039636,0.000391025,0.002251547,0.0001770657],"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":[0.001021895,0.0001386443,0.01406506,0.0005631244,0.0004394456,0.02449421,0.002510413,0.000004202452,0.00001734973,0.00006848358,0.9556576,0.001019535],"study_design_scores_gemma":[0.0007343456,0.0002208985,0.006581415,0.001140103,0.00007462467,0.0002291606,0.008405353,0.000009154287,0.000002831252,0.001381001,0.9809133,0.0003077728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05838827,0.03195256,0.00002831302,0.8496255,0.004164406,0.000903214,0.00006503361,0.00003769273,0.05483504],"genre_scores_gemma":[0.06369413,0.02345066,0.0001449025,0.4784045,0.04364337,0.0000532589,0.00009885371,0.0004787214,0.3900316],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3712209,"threshold_uncertainty_score":0.9999395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1224287256822578,"score_gpt":0.448789010574807,"score_spread":0.3263602848925493,"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."}}