{"id":"W4321111213","doi":"10.1037/cpp0000472","title":"Physician Interest in Hiring Pediatric Psychologists in Specialty Care Roles","year":2023,"lang":"en","type":"article","venue":"Clinical Practice in Pediatric Psychology","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health PEI","funders":"","keywords":"Specialty; Medicine; Family medicine; MEDLINE; Nursing; Psychology; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005645184,0.0003376563,0.0008904097,0.001334649,0.0001681374,0.00001328704,0.0006579763,0.0009751442,0.00008296649],"category_scores_gemma":[0.0109685,0.0003417251,0.0001570846,0.003474727,0.0001092167,0.0003683966,0.0003159142,0.005792226,0.002757975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002747815,"about_ca_system_score_gemma":0.0004860048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001694514,"about_ca_topic_score_gemma":0.006367822,"domain_scores_codex":[0.9899963,0.0039538,0.003087723,0.001259871,0.0002478058,0.001454461],"domain_scores_gemma":[0.9876074,0.01024655,0.0009610218,0.0007852445,0.0001214253,0.0002783246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004920521,0.00130007,0.9500392,0.0002397241,0.000003616908,0.0005211497,0.002499432,0.00001418546,7.130107e-7,0.0001979609,0.02132816,0.0233637],"study_design_scores_gemma":[0.004582214,0.0002399079,0.9714095,0.0001090508,0.00002661627,0.000004201742,0.004931927,0.00001623524,4.283989e-8,0.001540963,0.01683822,0.0003011159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9527529,0.001671497,0.000008542654,0.01318118,0.007563672,0.001096582,0.00001599751,0.000184262,0.02352541],"genre_scores_gemma":[0.9484133,0.02733813,0.0001973176,0.01412401,0.009701394,0.0000423706,0.00004020258,0.00005889082,0.00008444644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02566663,"threshold_uncertainty_score":0.9999035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2340468307284058,"score_gpt":0.5794562023547762,"score_spread":0.3454093716263704,"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."}}