{"id":"W3173783780","doi":"10.2139/ssrn.3180302","title":"Assessing Structured Heterogeneity","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Geography","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":[0.006796325,0.0003942183,0.0006223868,0.003626796,0.0008266144,0.002172713,0.0009092292,0.001111541,0.005892353],"category_scores_gemma":[0.04530622,0.0003237218,0.0008496508,0.002036391,0.0008886699,0.003460607,0.002274649,0.0007247826,0.0006276665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006703093,"about_ca_system_score_gemma":0.0007927056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00110724,"about_ca_topic_score_gemma":0.001582656,"domain_scores_codex":[0.9953583,0.001711587,0.0002892104,0.001181823,0.001143682,0.0003154369],"domain_scores_gemma":[0.9652708,0.02332583,0.003511858,0.004596885,0.002297151,0.0009974167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002291568,0.0007513107,0.6399987,0.0003265206,0.002228229,0.0008535321,0.002098398,0.04970472,0.01057315,0.08085946,0.005439257,0.2048751],"study_design_scores_gemma":[0.0003297236,0.001041526,0.3025706,0.0002168768,0.0009220729,0.001677858,0.003084012,0.3398705,0.008277406,0.3350182,0.006780446,0.0002106938],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9004152,0.0003576121,0.08452503,0.0002570389,0.00005804603,0.0001594483,0.001069607,0.0002641921,0.01289373],"genre_scores_gemma":[0.9907842,0.00003257931,0.007880288,0.0000406482,0.00002399651,0.00004387371,0.0005916411,0.00003183323,0.0005709588],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.006796325,"threshold_uncertainty_score":0.03594285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02017039589314063,"score_gpt":0.2774957060945603,"score_spread":0.2573253102014197,"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."}}