{"id":"W7087940027","doi":"10.1017/9781108559287.010","title":"Illustrating Regional Differences","year":2025,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Tamil; Politics; Diversity (politics); Field (mathematics); Uttar pradesh","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":[0.0008828797,0.000273557,0.0002379171,0.001387679,0.0015844,0.00384849,0.0008119325,0.0007024619,0.0205977],"category_scores_gemma":[0.002094587,0.0001806358,0.0005130297,0.002941175,0.002565719,0.002632443,0.003350209,0.00153667,0.002184883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002017646,"about_ca_system_score_gemma":0.0008280819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01118227,"about_ca_topic_score_gemma":0.02454373,"domain_scores_codex":[0.9992976,0.0003310688,0.00002178277,0.0001154533,0.00008973564,0.0001442861],"domain_scores_gemma":[0.9994073,0.0002867258,0.00005599449,0.0001075628,0.0001059461,0.00003650469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003412768,0.000009462239,0.002104241,0.0001451385,0.00001586774,0.0006518334,0.01531692,0.0007897369,0.000837723,0.9221535,0.01426992,0.04367147],"study_design_scores_gemma":[0.00001235299,0.00002445305,0.01240296,0.0002593804,0.0000430268,0.001295835,0.01890323,0.0009785019,0.0007294803,0.1752226,0.7901037,0.00002457469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03853555,0.007158535,0.01444245,0.007107519,0.0003593496,0.00002271274,0.0003253504,0.0001767911,0.9318718],"genre_scores_gemma":[0.8803939,0.008798347,0.0188755,0.002239747,0.000279043,0.00008005976,0.0004668396,0.0003377956,0.08852869],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0205977,"threshold_uncertainty_score":0.06890619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0205035463193328,"score_gpt":0.2092652255487562,"score_spread":0.1887616792294234,"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."}}