{"id":"W4387754937","doi":"10.18192/uojm.v13is1.6573","title":"Why do Many Long-Term Care Homes have so few Physicians?","year":2023,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Term (time); Medicine; Family medicine; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004844394,0.0001264467,0.0005576754,0.0005198342,0.000424484,0.000003127357,0.0003311763,0.0001296619,0.0008783242],"category_scores_gemma":[0.00009014938,0.000110641,0.000165473,0.0003958248,0.000278453,0.0001311651,0.00007054266,0.0004816997,0.00004306568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001610302,"about_ca_system_score_gemma":0.0001972669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004840724,"about_ca_topic_score_gemma":0.0003194484,"domain_scores_codex":[0.9985088,0.0001927841,0.0003786915,0.0001280447,0.0004911105,0.000300616],"domain_scores_gemma":[0.9980853,0.0002844027,0.0006689648,0.0001993089,0.000609575,0.0001524941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001757893,0.00004829368,0.1246387,0.000750679,0.0001646632,0.0006417466,0.05593481,0.000009647343,0.0003516726,0.0002256951,0.791342,0.02571632],"study_design_scores_gemma":[0.005722431,0.0007316396,0.5474802,0.003564901,0.0004272446,0.00002580278,0.2557594,0.000005095268,0.00005173691,0.0001161465,0.1859474,0.0001680062],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9453253,0.006309228,0.0007636871,0.03292029,0.003511859,0.0003239561,0.00002884398,0.00006894764,0.01074792],"genre_scores_gemma":[0.9902726,0.002450141,0.0001671766,0.0006329605,0.001373036,9.148056e-8,0.00003292986,0.00002256092,0.005048546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6053946,"threshold_uncertainty_score":0.9617034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341893776592563,"score_gpt":0.3296590339844276,"score_spread":0.306240096218502,"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."}}