{"id":"W7069355261","doi":"","title":"Canonical Maps","year":2017,"lang":"en","type":"article","venue":"PhilPapers (PhilPapers Foundation)","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Categorical variable; Element (criminal law); Identification (biology); State (computer science); Category theory; Algebra over a field; Point (geometry)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004867282,0.0002989563,0.0003776189,0.0002524328,0.001948546,0.001497726,0.003800276,0.0001400555,0.001106663],"category_scores_gemma":[0.0008598738,0.0002488119,0.0002208268,0.0005454689,0.0004498787,0.002192332,0.0008772762,0.0002814975,0.002117628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001185623,"about_ca_system_score_gemma":0.0001331144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003244725,"about_ca_topic_score_gemma":0.0001588588,"domain_scores_codex":[0.9973717,0.00007904744,0.000417439,0.0008998061,0.0006401543,0.0005918975],"domain_scores_gemma":[0.9965618,0.0001803645,0.0003260212,0.002469108,0.0001477143,0.0003149834],"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":[0.0000148616,0.0001651751,0.004604944,0.000009730714,0.0001749294,0.00006190556,0.0001589884,0.00002428082,0.0006501716,0.6524143,0.00234544,0.3393753],"study_design_scores_gemma":[0.001793687,0.0002447419,0.1252348,0.00002788616,0.0001398377,0.00008148648,0.00007355418,0.002030522,0.0006066199,0.08615743,0.7822122,0.001397261],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06510695,0.0004956755,0.06728016,0.2037643,0.00483399,0.000969503,0.0000775009,0.001712291,0.6557596],"genre_scores_gemma":[0.9859134,0.0001461768,0.008295618,0.001975462,0.0003329209,0.00003260663,0.00007773337,0.00001572265,0.003210389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9208064,"threshold_uncertainty_score":0.9999964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587645034932475,"score_gpt":0.2781689135736097,"score_spread":0.252292463224285,"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."}}