{"id":"W253373821","doi":"","title":"Introduction to This Issue","year":2004,"lang":"en","type":"article","venue":"The Career Planning and Adult Development Journal","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Latin Americans; Variety (cybernetics); Immigration; Population; Medical education; Political science; Library science; Psychology; Public relations; Medicine; Sociology; Law; Demography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006567702,0.0001053478,0.00009903024,0.00007786039,0.0005075005,0.0001389816,0.0001407701,0.00004736883,0.000656364],"category_scores_gemma":[0.00007097791,0.00006841429,0.0000196434,0.0001026559,0.00001741871,0.0000960602,0.00003220381,0.000345698,0.0003795262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003732978,"about_ca_system_score_gemma":0.00005204181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005307472,"about_ca_topic_score_gemma":0.000005503624,"domain_scores_codex":[0.9991335,0.00005229884,0.000207358,0.0001677614,0.0002171498,0.0002219528],"domain_scores_gemma":[0.999527,0.00004164579,0.00006352484,0.0001275317,0.0001256879,0.0001145577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003892294,0.00008149662,0.002526318,0.00001399284,0.0002112317,0.0001724025,0.2448769,0.001239913,0.0005916901,0.0004986139,0.3226409,0.4267573],"study_design_scores_gemma":[0.0005165825,0.00009035475,0.005930572,0.00007055615,0.00001897572,0.001184878,0.005796863,0.000004600164,0.000162407,0.000146365,0.9859254,0.0001524637],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9344179,0.003283667,0.002685297,0.05307873,0.002980466,0.0001294863,0.000001454005,0.00005456428,0.003368415],"genre_scores_gemma":[0.965453,0.0003422783,0.009154974,0.006650596,0.006293952,0.00001774863,0.00001816547,0.0000412653,0.01202796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6632844,"threshold_uncertainty_score":0.7186725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02726678693559043,"score_gpt":0.3077487409348341,"score_spread":0.2804819539992437,"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."}}