{"id":"W2332562155","doi":"10.1177/2167702613499329","title":"Refining the Candidate Environment","year":2013,"lang":"en","type":"article","venue":"Clinical Psychological Science","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; DNA Genotek","keywords":"Serotonin transporter; Psychology; Neuroticism; 5-HTTLPR; Psychopathology; Interpersonal communication; Clinical psychology; Genotype; Gene; Genetics; Personality; Social psychology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001662933,0.0001404309,0.0001734819,0.000029331,0.000534234,0.0001008972,0.0008855257,0.0001080942,0.0105403],"category_scores_gemma":[0.0001604267,0.00007207209,0.0001299115,0.0003378019,0.001923964,0.000107661,0.0001592895,0.0004303096,0.01163737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003054654,"about_ca_system_score_gemma":0.00002111023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004454757,"about_ca_topic_score_gemma":0.000001381332,"domain_scores_codex":[0.9976323,0.0001512176,0.0005232315,0.000741215,0.0004096414,0.0005423786],"domain_scores_gemma":[0.9988313,0.0002514802,0.0001143852,0.0004661345,0.00003654806,0.0003001991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006289454,0.001736054,0.1362329,0.000002448863,0.00003060576,0.00001382687,0.0003431657,0.00000402873,0.0004286597,0.03596466,0.1549498,0.6702309],"study_design_scores_gemma":[0.0002919991,0.0001230126,0.8806086,0.000009747297,0.00000314464,0.000007701915,0.00007547566,0.000006154715,0.000001949161,0.004994891,0.1137552,0.0001220902],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.801869,0.0001296771,0.0002608356,0.01993978,0.004264462,0.0002472324,0.000002520159,0.00007467285,0.1732118],"genre_scores_gemma":[0.9813296,0.0000682588,0.0003259637,0.01182523,0.0005226864,0.00004160765,0.00000204461,0.000005504482,0.00587914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7443756,"threshold_uncertainty_score":0.9903642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0945991911928632,"score_gpt":0.4164608076466182,"score_spread":0.321861616453755,"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."}}