{"id":"W4390470801","doi":"10.28984/npoj.v3i2.451","title":"Patient Complexity in Nurse Practitioner-Led Clinics in Ontario","year":2023,"lang":"en","type":"article","venue":"Canadian Nurse Practitioner Journal","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University; 123 Certification (Canada)","funders":"","keywords":"Nursing; Nurse practitioners; Medicine; Psychology; Family medicine; Political science; Health care","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002051315,0.0002568645,0.0005023064,0.001520788,0.001248163,0.00005798344,0.0002310002,0.0003948253,0.00751886],"category_scores_gemma":[0.0007729873,0.0002664809,0.000124457,0.0009173774,0.00006618489,0.001035905,0.00002818694,0.004598166,0.002358423],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01287228,"about_ca_system_score_gemma":0.03066404,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6793189,"about_ca_topic_score_gemma":0.9963506,"domain_scores_codex":[0.9951326,0.00119537,0.001452442,0.0003673967,0.0004464261,0.001405797],"domain_scores_gemma":[0.9966632,0.0007976763,0.0006738345,0.000374501,0.0003248054,0.001166028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001589198,0.0001569149,0.6654256,0.00004820499,0.00002865334,0.001442016,0.009727724,0.0001176543,0.000006149991,0.003509568,0.3161293,0.00324929],"study_design_scores_gemma":[0.001274087,0.00006225426,0.5665004,0.0001600507,0.00001262946,0.00007966107,0.006075972,0.00003758905,4.665235e-7,0.003922244,0.4216738,0.0002008685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7541928,0.0001246465,0.00002377811,0.1122357,0.008622435,0.001390603,0.0001735033,0.0001143464,0.1231221],"genre_scores_gemma":[0.9077937,0.0004587201,0.001063693,0.07583573,0.001157107,0.0003724559,0.0007203837,0.0001198358,0.0124784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3170317,"threshold_uncertainty_score":0.9999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025335819524223,"score_gpt":0.4254751490845652,"score_spread":0.3229415671321428,"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."}}