{"id":"W2032026162","doi":"10.1177/0270467608322587","title":"A Network Model of Expertise","year":2008,"lang":"en","type":"article","venue":"Bulletin of Science Technology & Society","topic":"Education, Healthcare and Sociology Research","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Compromise; Computer science; Forcing (mathematics); Excellence; Range (aeronautics); Common ground; Data science; Management science; Epistemology; Sociology; Engineering; Mathematics; Social 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002764801,0.0007087782,0.0005922006,0.00351285,0.002338738,0.006104909,0.002398193,0.002743843,0.02260956],"category_scores_gemma":[0.008042902,0.0003267051,0.0009375549,0.003201935,0.006355767,0.01428925,0.003242845,0.001934556,0.002890825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004638916,"about_ca_system_score_gemma":0.002136636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005005081,"about_ca_topic_score_gemma":0.002912028,"domain_scores_codex":[0.9975832,0.0009190959,0.00008431503,0.0006220004,0.0005407617,0.0002506938],"domain_scores_gemma":[0.9963157,0.002088133,0.0003140374,0.0003579613,0.0005152205,0.0004090678],"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":[0.000003709676,0.00000376418,0.0001186899,0.00001687072,0.000003727575,0.0000246558,0.0002881628,0.002061105,0.00003045274,0.9941837,0.0008081549,0.002456899],"study_design_scores_gemma":[0.000006828707,0.000007910945,0.0001319823,0.00002551768,0.000005390157,0.00008050516,0.0001646111,0.01168299,0.00002597248,0.9706445,0.01721758,0.000006195749],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02101664,0.002273247,0.5112108,0.01471793,0.0002354064,0.0001550616,0.0003892739,0.0002375768,0.449764],"genre_scores_gemma":[0.8121557,0.003680506,0.1038331,0.001379692,0.0007109258,0.0004817003,0.0004146651,0.0001335572,0.07721013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9976612,"threshold_uncertainty_score":0.07563651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0893702443266304,"score_gpt":0.3941415880100224,"score_spread":0.304771343683392,"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."}}