{"id":"W1933908275","doi":"10.1139/h11-044","title":"Enhancing the effectiveness of clearance for physical activity participation: background and overall process<sup>1</sup>This paper is one of a selection of papers published in the Special Issue entitled Evidence-based risk assessment and recommendations for physical activity clearance, and has undergone the Journal's usual peer-review process.","year":2011,"lang":"en","type":"review","venue":"Applied Physiology Nutrition and Metabolism","topic":"Physical Activity and Health","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia; York University; Public Health Ontario; University of Toronto; McMaster University","funders":"","keywords":"Medicine; Process (computing); Psychology; Medical education; Physical therapy; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3681267,0.001674186,0.003712457,0.01076395,0.002605162,0.01360707,0.003422981,0.005749745,0.006401149],"category_scores_gemma":[0.5917136,0.002096122,0.004378878,0.008984117,0.003008847,0.01202941,0.006683813,0.004369355,0.001766147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01011702,"about_ca_system_score_gemma":0.05566885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003222302,"about_ca_topic_score_gemma":0.007710653,"domain_scores_codex":[0.6549333,0.2251984,0.06601594,0.007052024,0.04353075,0.003269594],"domain_scores_gemma":[0.2618715,0.55831,0.05324092,0.01463591,0.1079317,0.004009932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001072935,0.0005245118,0.005689258,0.2622562,0.001417056,0.0001985928,0.006636629,0.0007635697,0.0008475159,0.01050705,0.02079544,0.6892912],"study_design_scores_gemma":[0.001155689,0.003477235,0.02899876,0.6627182,0.008470661,0.000990751,0.006435311,0.003802209,0.003955064,0.01855705,0.260991,0.0004480052],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01615698,0.739444,0.04428975,0.148026,0.006586133,0.02762214,0.001683996,0.0004781519,0.01571282],"genre_scores_gemma":[0.1778456,0.4359249,0.2971405,0.0231646,0.005740439,0.05489985,0.002236369,0.0002602402,0.002787533],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3681267,"threshold_uncertainty_score":0.7792122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1216764666044398,"score_gpt":0.4170711525628001,"score_spread":0.2953946859583603,"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."}}