{"id":"W4251861934","doi":"10.1007/978-3-319-28099-8_798-1","title":"Social Occupational Types","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Sociology; Psychology","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":[0.0004588007,0.0006963647,0.000334392,0.001573237,0.003125933,0.00536583,0.0007904457,0.001003206,0.09042828],"category_scores_gemma":[0.0007799805,0.0002278136,0.0003297366,0.00170214,0.002975784,0.003763329,0.002986068,0.002003009,0.0249767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002615257,"about_ca_system_score_gemma":0.002317778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00509136,"about_ca_topic_score_gemma":0.01200423,"domain_scores_codex":[0.9995073,0.0001288185,0.00001562969,0.00007049331,0.0001589761,0.0001188567],"domain_scores_gemma":[0.9998003,0.00003376026,0.00001072546,0.00003335854,0.00006043322,0.0000614297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008243635,0.00002164774,0.0002463738,0.00003767876,0.000001601886,0.00003106419,0.001833815,0.00007519704,0.00006666601,0.8476495,0.09272649,0.05730182],"study_design_scores_gemma":[0.00000179559,0.000005738857,0.0003380362,0.00009145257,0.000001230445,0.00005153503,0.001337597,0.00005115466,0.00003686901,0.1199536,0.8781282,0.000002788168],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009168797,0.0006461818,0.0008689801,0.0007502802,0.0002954612,0.00001301843,0.000068512,0.00001886718,0.9964219],"genre_scores_gemma":[0.02848764,0.001810679,0.0007619642,0.0004308772,0.0002431437,0.00005893986,0.0001844883,0.00004735373,0.9679749],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09042828,"threshold_uncertainty_score":0.3025127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1071898623576332,"score_gpt":0.332956376976878,"score_spread":0.2257665146192449,"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."}}