{"id":"W1628824189","doi":"","title":"Ginzberg, Eli., CAREER GUIDANCE : WHO NEEDS IT, WHO PROVIDES IT, WHO CAN IMPROVE IT?","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Counselling and Psychotherapy","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology; Engineering management; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001110657,0.0003716844,0.0005307314,0.0004708408,0.0003227336,0.0001872186,0.0004458728,0.0002698989,0.0006453599],"category_scores_gemma":[0.000002845182,0.0003393801,0.000170568,0.0003470917,0.0001914286,0.0002938991,4.681043e-7,0.0006633283,0.00002259693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006298206,"about_ca_system_score_gemma":0.0003442929,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004356966,"about_ca_topic_score_gemma":0.03302652,"domain_scores_codex":[0.9976214,0.0001173986,0.0007193513,0.0002591329,0.0002842367,0.0009985219],"domain_scores_gemma":[0.9974953,0.0001039509,0.000461609,0.0004510409,0.0003215176,0.001166588],"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":[0.0006261459,0.0001307891,0.04772054,0.000140526,0.0008751333,0.00009127837,0.250595,0.0002067788,0.0004420101,0.01300555,0.5603911,0.1257751],"study_design_scores_gemma":[0.001185155,0.000382233,0.001965713,0.0003644901,0.00004410145,0.00023777,0.0008929593,0.0003718959,0.00002849358,0.002255607,0.9918112,0.0004603751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8405102,0.1066202,0.01310222,0.02094034,0.008281752,0.0004838794,0.000242157,0.00002999037,0.009789288],"genre_scores_gemma":[0.8435034,0.1034365,0.000297498,0.01852625,0.003877771,0.00002474173,0.000009020249,0.0001724581,0.03015234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4314201,"threshold_uncertainty_score":0.9999058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02309799479678412,"score_gpt":0.2826529682334601,"score_spread":0.259554973436676,"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."}}