{"id":"W1731031982","doi":"10.3968/5810","title":"Five Dimensions on Supporting College Students With Employment Difficulties","year":2014,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Harmony (color); Social harmony; Public relations; Government (linguistics); Political science; Boosting (machine learning); Work (physics); Sociology; Psychology; Mathematics education; Economic growth; Social science; Economics; Engineering; Computer science","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":[0.003594629,0.0005282998,0.000387008,0.001927322,0.004636509,0.00376533,0.001242693,0.002274371,0.003256607],"category_scores_gemma":[0.005251727,0.0002118345,0.0006872618,0.001224069,0.004098736,0.001506822,0.007873808,0.002913921,0.0002914006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00431759,"about_ca_system_score_gemma":0.01401895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007729915,"about_ca_topic_score_gemma":0.01741987,"domain_scores_codex":[0.9950126,0.001549156,0.0004058015,0.000165418,0.001447097,0.001419991],"domain_scores_gemma":[0.9926639,0.001021215,0.0008037766,0.0002194078,0.001209778,0.004082115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002959276,0.004274702,0.3020119,0.001923827,0.0002553434,0.001226373,0.1074779,0.0009875837,0.002081532,0.04867261,0.04797135,0.482821],"study_design_scores_gemma":[0.000164482,0.0009467226,0.5032212,0.002016786,0.0002088439,0.0009433385,0.2821275,0.000636246,0.0008465633,0.01865052,0.1900656,0.0001722308],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7644061,0.003804645,0.002568163,0.0616916,0.001275648,0.001241673,0.0004314623,0.0001629752,0.1644177],"genre_scores_gemma":[0.9824687,0.002166714,0.006516053,0.003167634,0.00007391561,0.0004167378,0.000361107,0.00000970485,0.004819489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007729915,"threshold_uncertainty_score":0.03132647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02570633680921394,"score_gpt":0.3801386456407598,"score_spread":0.3544323088315459,"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."}}