{"id":"W4387483769","doi":"10.1515/9780887553950-009","title":"Manitoba Mod","year":2006,"lang":"en","type":"book-chapter","venue":"University of Manitoba Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mod; Mathematics; Combinatorics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001717226,0.0008046085,0.0009515281,0.000541632,0.0002737839,0.00004317652,0.001441272,0.0008585526,0.0002105977],"category_scores_gemma":[0.000006177052,0.001101581,0.0005810055,0.00001057656,0.0008032271,0.0001434057,0.0008225692,0.0007979932,0.001442671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005669161,"about_ca_system_score_gemma":0.0001384111,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0216874,"about_ca_topic_score_gemma":0.03980587,"domain_scores_codex":[0.9971491,0.000063424,0.0004127359,0.0008846492,0.0009473707,0.0005427753],"domain_scores_gemma":[0.9971034,0.00008831639,0.0008816459,0.001294089,0.0004267629,0.0002058143],"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":[0.0009370049,0.0001922832,0.00006870125,0.0007565492,0.001613299,0.002271266,0.000529164,0.0002891446,0.0007055025,0.5331109,0.4493792,0.01014704],"study_design_scores_gemma":[0.001287834,0.0001011089,0.0001163735,0.000408489,0.0008354262,0.00002678157,0.0002367375,0.00005784014,0.0004020784,0.00442042,0.9910603,0.001046621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006782585,0.0002669618,0.0001493275,0.0000052262,0.0002559778,0.000784126,0.001335504,0.0004847581,0.9960399],"genre_scores_gemma":[0.005690292,0.00003883707,0.0006109492,0.00001960395,0.0003110403,4.307656e-7,0.0002485003,0.0003203778,0.9927599],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5416811,"threshold_uncertainty_score":0.9993348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03454552984089666,"score_gpt":0.1834417870613597,"score_spread":0.148896257220463,"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."}}