{"id":"W2160081322","doi":"10.1177/1069072713487858","title":"Major Changes","year":2013,"lang":"en","type":"article","venue":"Journal of Career Assessment","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University; Brock University","funders":"","keywords":"Psychology; Vocational education; Personality; Social psychology; Congruence (geometry); The arts; Big Five personality traits; Developmental psychology; Pedagogy; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006278615,0.0002206007,0.0002708466,0.001051678,0.0006591147,0.0007978209,0.0006607289,0.0003542068,0.007636094],"category_scores_gemma":[0.00451919,0.0001248125,0.0004667586,0.0006400425,0.000262495,0.0004693177,0.0008854412,0.0008349753,0.001503615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004298075,"about_ca_system_score_gemma":0.0003177538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002167356,"about_ca_topic_score_gemma":0.006191852,"domain_scores_codex":[0.9993064,0.000107259,0.00007078253,0.0001199452,0.0002505773,0.0001450373],"domain_scores_gemma":[0.9962043,0.0002869269,0.001575161,0.0002081793,0.0006093273,0.001116107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003693287,0.0003142452,0.955902,0.00006745902,0.00006780932,0.0002838536,0.0006564312,0.00007150299,0.0007073033,0.0004123801,0.002879547,0.03826806],"study_design_scores_gemma":[0.00001533932,0.0002356084,0.9909543,0.00001483947,0.00001670596,0.0008654395,0.0005591607,0.0001358225,0.0002395267,0.0002381534,0.006714877,0.00001016896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9860638,0.0004591856,0.0003172561,0.0002886275,0.0001208715,0.0001297577,0.001603016,0.00004799933,0.01096942],"genre_scores_gemma":[0.9875465,0.0001646589,0.0003151631,0.0002141526,0.00006272134,0.00005515994,0.001690972,0.00001830659,0.009932356],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007636094,"threshold_uncertainty_score":0.0255453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05342323726157941,"score_gpt":0.3792200849774378,"score_spread":0.3257968477158584,"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."}}