{"id":"W2070435865","doi":"10.1037/0003-066x.60.9.959","title":"Graduate Study in Psychology: 1971-2004.","year":2005,"lang":"en","type":"article","venue":"American Psychologist","topic":"Occupational and Professional Licensing Regulation","field":"Economics, Econometrics and Finance","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduate students; Psychology; Point (geometry); Medical education; Applied psychology; Pedagogy; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005293225,0.0001348788,0.0002990892,0.0002646364,0.00007040484,0.000020561,0.0001941793,0.00004479122,0.0001880924],"category_scores_gemma":[0.00005363936,0.0001411943,0.00005500751,0.0005610095,0.0002056536,0.0001291638,0.00002444282,0.0002004971,0.001386389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006046527,"about_ca_system_score_gemma":0.000008107936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004983424,"about_ca_topic_score_gemma":0.0002023337,"domain_scores_codex":[0.9986251,0.00004824465,0.0005325892,0.0004900532,0.00005185336,0.0002521646],"domain_scores_gemma":[0.9992124,0.00005135045,0.0003176175,0.0003435134,0.00002196279,0.00005317918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009483381,0.0007846624,0.9255112,0.000001356638,0.00001715385,0.000005117706,0.000441675,0.00009878012,0.000009095351,0.0066803,0.006683555,0.05967231],"study_design_scores_gemma":[0.000692687,0.0002079366,0.9591363,0.000004373244,0.000001517597,0.000003495271,0.0001484276,0.0001386173,0.000001572381,0.009375592,0.03011265,0.0001768395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607615,0.0002949848,0.0003520144,0.007489765,0.0004071312,0.000233482,0.00002814751,0.00005356819,0.03037944],"genre_scores_gemma":[0.9943057,0.00003201148,0.001795317,0.002982221,0.0001866207,0.0000278128,0.00001977632,0.00001574799,0.0006347416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05949547,"threshold_uncertainty_score":0.9993911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1443619756402083,"score_gpt":0.3872796294307158,"score_spread":0.2429176537905074,"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."}}