{"id":"W2797059510","doi":"10.1037/cap0000137","title":"Research productivity and impact of professors in Canadian undergraduate psychology programmes.","year":2018,"lang":"en","type":"article","venue":"Canadian Psychology/Psychologie canadienne","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Psychology; Productivity; Consulting psychology; Applied psychology; School psychology; Economic growth","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005069351,0.0004033206,0.0006477458,0.003188353,0.001220888,0.0000191099,0.0008016194,0.0009780548,0.001040863],"category_scores_gemma":[0.001284411,0.0003893506,0.0001111164,0.002651836,0.00210254,0.0001959125,0.0000688064,0.002205576,0.0002988495],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003401617,"about_ca_system_score_gemma":0.009024094,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.986207,"about_ca_topic_score_gemma":0.9997931,"domain_scores_codex":[0.9912441,0.001741386,0.0009231064,0.001358388,0.0001943216,0.004538745],"domain_scores_gemma":[0.9934448,0.0002992951,0.0002383464,0.001480923,0.001067377,0.00346928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001768897,0.0002566363,0.7696031,0.00007700821,0.0001306841,0.0001082951,0.007838653,0.000002087514,0.0001544379,0.01299029,0.1804278,0.02823408],"study_design_scores_gemma":[0.001082345,0.0008344553,0.8352734,0.0000980726,0.0000106257,0.00003664329,0.002224915,0.00001193151,0.00000125365,0.008862222,0.151227,0.0003371863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8793683,0.0005604479,0.000005022815,0.06508698,0.002908374,0.001835833,0.0002354943,0.00005148963,0.04994804],"genre_scores_gemma":[0.9943597,0.0002408497,0.0001914074,0.002480881,0.0005013265,0.0004808918,0.00005851347,0.00006787691,0.001618579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1149913,"threshold_uncertainty_score":0.9998723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4300376534868329,"score_gpt":0.635907807678038,"score_spread":0.2058701541912051,"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."}}