{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00296303,0.0003369318,0.0005002317,0.00154697,0.003500527,0.003103737,0.001344941,0.003813695,0.008180308],"category_scores_gemma":[0.01767401,0.0003707303,0.0002481645,0.0017143,0.002332465,0.003837531,0.001357236,0.005770696,0.001914755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005630038,"about_ca_system_score_gemma":0.011328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1451588,"about_ca_topic_score_gemma":0.2721046,"domain_scores_codex":[0.998985,0.000241855,0.00008535127,0.00007886809,0.0004707612,0.0001381228],"domain_scores_gemma":[0.9926558,0.002966179,0.0004344379,0.00008792462,0.003032816,0.0008229573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001120503,0.00005817642,0.004163068,0.0003260501,0.00001523269,0.000241606,0.002958681,0.0001386913,0.0002425507,0.02901449,0.8663768,0.09635273],"study_design_scores_gemma":[0.0001566013,0.0000531955,0.04160888,0.002749274,0.00007582136,0.0009718119,0.01504579,0.0004745353,0.0009529909,0.05154014,0.8862609,0.0001100732],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005996141,0.1278643,0.001181597,0.8274549,0.006294539,0.00005119765,0.0004506903,0.0000561563,0.03065054],"genre_scores_gemma":[0.2273953,0.4324475,0.008040906,0.2083124,0.004621354,0.0002660409,0.0006907881,0.0003087073,0.117917],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1451588,"threshold_uncertainty_score":0.2886277,"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."}}