{"id":"W4388735951","doi":"10.1370/afm.22.s1.5074","title":"Challenges and impacts of specialist care wait times identified by family physicians: Results from a cross-sectional survey","year":2023,"lang":"en","type":"article","venue":"","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rurality; Cross-sectional study; Descriptive statistics; Context (archaeology); Family medicine; Medicine; Primary care; Population; Geography; Rural area; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004630186,0.000136267,0.000295121,0.0001748251,0.000113044,0.000139358,0.0001533855,0.000153844,0.0000308729],"category_scores_gemma":[0.0002022818,0.0001243325,0.00005917426,0.0003171868,0.00008214457,0.000361296,0.0001409635,0.00009309916,0.0001380766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000174382,"about_ca_system_score_gemma":0.00001954529,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06957597,"about_ca_topic_score_gemma":0.02002356,"domain_scores_codex":[0.998729,0.00002288047,0.0003951487,0.0003841094,0.0002222674,0.0002465757],"domain_scores_gemma":[0.9991409,0.0001248395,0.0002131365,0.0002422969,0.0002668105,0.00001206428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006086565,0.0002207478,0.6821119,0.001955757,0.001387615,0.00005323772,0.002378077,0.000006073106,0.007665017,0.06950097,0.1534462,0.08066573],"study_design_scores_gemma":[0.0004972921,0.000009828474,0.9833202,0.00002605833,0.00001547951,2.012466e-7,0.001305633,0.00005241086,0.0000708957,0.0009853706,0.01358401,0.0001325693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794599,0.001636514,0.000003175157,0.0005362911,0.0004584321,0.0001920782,0.0004432617,0.0002588926,0.01701145],"genre_scores_gemma":[0.9976885,0.0002606244,0.000005515053,0.0001641113,0.0005573323,0.000007618102,0.0007130289,0.00001969106,0.0005835365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3012083,"threshold_uncertainty_score":0.9978585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06926601389648412,"score_gpt":0.3062346228879005,"score_spread":0.2369686089914164,"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."}}