{"id":"W4375948582","doi":"10.1017/iop.2023.16","title":"It all begins when you are a graduate student","year":2023,"lang":"en","type":"article","venue":"Industrial and Organizational Psychology","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Psychology; Graduate students; Mathematics education; Medical education; Pedagogy; Medicine","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"],"consensus_categories":[],"category_scores_codex":[0.0006883507,0.0001036893,0.0002234423,0.0001819117,0.00008134782,0.00001563396,0.00008471092,0.00023434,0.0008897331],"category_scores_gemma":[0.009029697,0.00008203541,0.00002238549,0.0005257782,0.0001188407,0.00003655517,0.0000611709,0.0004420698,0.0004943674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004810164,"about_ca_system_score_gemma":0.0007999349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000192273,"about_ca_topic_score_gemma":0.000007452472,"domain_scores_codex":[0.9983373,0.00007953711,0.0002483832,0.0002693483,0.0005207565,0.0005446189],"domain_scores_gemma":[0.9977266,0.0001478617,0.00005109482,0.0001405848,0.000164986,0.001768883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002013861,0.0001674804,0.07001898,0.00001962644,0.00006447792,0.0002100408,0.0006900686,5.099719e-7,0.0002590945,0.0002777122,0.9201361,0.007954536],"study_design_scores_gemma":[0.006070618,0.0006620454,0.3281582,0.00007509939,0.00003825621,0.0001473003,0.0003774142,0.00001799744,0.00005269226,0.001326021,0.6629463,0.0001281019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5087613,0.00004741894,0.0000458006,0.4875699,0.0006561316,0.0003942388,0.00003255572,0.00009724969,0.002395417],"genre_scores_gemma":[0.8904359,0.0007068993,0.00006323895,0.1012134,0.00260412,0.00002011881,0.0003423161,0.00003829208,0.004575712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3863565,"threshold_uncertainty_score":0.9993176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.495671595222041,"score_gpt":0.5066807906263672,"score_spread":0.01100919540432616,"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."}}