{"id":"W2810149445","doi":"","title":"How does expertise really work ? Linking quantitative and qualitative analysis","year":2016,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Jury Decision Making Processes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Centre for Comparative Criminology","funders":"","keywords":"Computer science; Work (physics); Qualitative analysis; Quantitative analysis (chemistry); Data science; Qualitative research; Engineering; Sociology; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.161151,0.001009561,0.001861409,0.01284559,0.00501363,0.012129,0.002226664,0.001784078,0.004667433],"category_scores_gemma":[0.2381761,0.0007357411,0.0009701747,0.0124491,0.01560712,0.009933975,0.008351031,0.002830497,0.0005897057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008480194,"about_ca_system_score_gemma":0.006532456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004603114,"about_ca_topic_score_gemma":0.005623765,"domain_scores_codex":[0.8184223,0.149321,0.00513009,0.007808872,0.01565631,0.003661422],"domain_scores_gemma":[0.6017582,0.3514611,0.01143741,0.01037434,0.02338132,0.001587693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000179812,0.0001950685,0.01907825,0.002835253,0.0001503729,0.0003802259,0.8881745,0.0004357127,0.001591306,0.02753187,0.003533048,0.05591444],"study_design_scores_gemma":[0.00003411823,0.0001593904,0.02015613,0.003052441,0.00006904835,0.0001626274,0.9240133,0.002023018,0.001466221,0.02918109,0.01957414,0.0001084616],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7402004,0.004710488,0.168631,0.01982141,0.0009068133,0.008725323,0.0038128,0.0003508287,0.05284103],"genre_scores_gemma":[0.9397724,0.0009426532,0.04435231,0.002687836,0.0001172847,0.008627001,0.0005353583,0.0002127461,0.002752325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.161151,"threshold_uncertainty_score":0.8522583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04549453623323229,"score_gpt":0.3560378168465499,"score_spread":0.3105432806133176,"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."}}