{"id":"W4388283595","doi":"10.1093/oso/9780195168273.003.0012","title":"Margaret ‘s Smile","year":2005,"lang":"en","type":"book-chapter","venue":"","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Harm; Psychology; Personality; Object (grammar); Field (mathematics); Simple (philosophy); Epistemology; Social psychology; History; Computer science; Philosophy; Artificial intelligence; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008529262,0.0005090677,0.0003962653,0.0009748529,0.003043947,0.002630858,0.0007808863,0.001654292,0.1263978],"category_scores_gemma":[0.004377816,0.0003206512,0.0002581772,0.0004036722,0.001436663,0.003225359,0.002423419,0.004000221,0.05900427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001609191,"about_ca_system_score_gemma":0.0008602762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003997192,"about_ca_topic_score_gemma":0.009856913,"domain_scores_codex":[0.999332,0.0001519444,0.00001855068,0.0001311674,0.0002940047,0.00007227081],"domain_scores_gemma":[0.998706,0.0003440142,0.00005824688,0.00006473168,0.0004379311,0.0003891522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008312983,0.000007265027,0.00008287933,0.000024451,0.000001042524,0.0001495565,0.0006869998,0.00001451743,0.00009422868,0.01031941,0.9709716,0.01763975],"study_design_scores_gemma":[0.000001092429,0.000007684622,0.000166917,0.00006171686,7.072971e-7,0.0003113224,0.0006616742,0.00002701512,0.00008007697,0.00173737,0.9969393,0.000005048684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003769424,0.01151252,0.006562333,0.2591419,0.02262245,0.00009636768,0.0005071113,0.001598017,0.6941899],"genre_scores_gemma":[0.01656184,0.00201085,0.001345226,0.03015195,0.001008306,0.0000484463,0.00008422828,0.0003478273,0.9484413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1263978,"threshold_uncertainty_score":0.4228428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3199952726966792,"score_gpt":0.4282045176565142,"score_spread":0.108209244959835,"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."}}