{"id":"W4246919627","doi":"10.22374/cjgim.v10i1.22","title":"Physical Activity Patterns Among Resident and Staff Physicians in Hamilton Teaching Hospitals","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"","keywords":"Medicine; Obesity; Psychological intervention; Burnout; Mental health; Family medicine; Substance abuse; Health care; Gerontology; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007051538,0.0001562023,0.0004744352,0.000402063,0.00003661252,0.00001808804,0.0001013905,0.00006133012,0.00001927545],"category_scores_gemma":[0.0005302378,0.0001130007,0.00009083602,0.00009207043,0.0002280598,0.0001957187,0.00001050048,0.0006139048,0.000001466989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003643011,"about_ca_system_score_gemma":0.0002588764,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05008662,"about_ca_topic_score_gemma":0.02609425,"domain_scores_codex":[0.9987405,0.0001642086,0.0003341525,0.0001578055,0.0003399826,0.0002633366],"domain_scores_gemma":[0.9985314,0.00007275281,0.0002088954,0.0001318135,0.0001709615,0.00088415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002875621,0.0001733171,0.9035852,0.0002740976,0.0001511163,0.0009879052,0.02750175,0.0001141299,0.01825026,0.0002461578,0.01003579,0.0383927],"study_design_scores_gemma":[0.002567011,0.003187651,0.9843307,0.002631917,0.00006224753,0.0001222188,0.003689897,0.001495669,0.0007767858,0.0004413842,0.0005445649,0.0001499595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99349,0.0002892205,0.0002819785,0.003619913,0.0005607767,0.0001666642,0.000003409945,0.000004409663,0.00158356],"genre_scores_gemma":[0.9970849,0.00002118783,0.0001126757,0.0002351557,0.001543431,0.000002138245,0.000002578831,0.00001826594,0.0009797023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08074548,"threshold_uncertainty_score":0.991677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537137721417871,"score_gpt":0.2989300244757858,"score_spread":0.2835586472616071,"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."}}