{"id":"W1983764457","doi":"10.1007/s10775-007-9114-8","title":"Career guidance and counselling efficacy studies: an international research agenda","year":2007,"lang":"en","type":"article","venue":"International Journal for Educational and Vocational Guidance","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Variety (cybernetics); Career counseling; Psychology; Medical education; Career development; Field (mathematics); Cognitive Information Processing; Applied psychology; Engineering ethics; Pedagogy; Medicine; Computer 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":[0.04971426,0.0007901472,0.002799546,0.006395522,0.003327292,0.008749105,0.002300419,0.002786001,0.01952254],"category_scores_gemma":[0.07997885,0.000528627,0.001231286,0.007440346,0.007818799,0.008575815,0.004071228,0.003296489,0.0007390009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003450089,"about_ca_system_score_gemma":0.007004366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005424879,"about_ca_topic_score_gemma":0.005652236,"domain_scores_codex":[0.981337,0.01423172,0.0009875157,0.001121234,0.001296121,0.001026543],"domain_scores_gemma":[0.7345294,0.2409973,0.00759491,0.004071043,0.01004338,0.002764092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003337277,0.006385347,0.2054944,0.01162845,0.001958342,0.0003806559,0.02510669,0.0007450302,0.0009986743,0.153617,0.008237194,0.582111],"study_design_scores_gemma":[0.0009537067,0.004092681,0.6345068,0.03647647,0.00312403,0.001512994,0.1393506,0.001632791,0.001983804,0.09829833,0.07775012,0.0003176357],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3280889,0.4293254,0.004639011,0.08844408,0.002021675,0.0006906963,0.0006888141,0.00005212185,0.1460492],"genre_scores_gemma":[0.9404927,0.04591355,0.002690237,0.00516239,0.001373113,0.0005119989,0.0002971165,0.00003622904,0.00352276],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04971426,"threshold_uncertainty_score":0.2629172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3031014461824959,"score_gpt":0.5136721075325952,"score_spread":0.2105706613500993,"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."}}