{"id":"W2509201062","doi":"10.1007/978-3-319-31159-3_11","title":"The Category CV","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Homotopy and Cohomology in Algebraic Topology","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Categorical variable; Mathematics; Pure mathematics; Exponential function; Statistics; Mathematical analysis","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":[0.0002766499,0.0004926351,0.000337064,0.002069279,0.001578723,0.005492464,0.0007223027,0.0007363997,0.02174042],"category_scores_gemma":[0.00112885,0.0001888506,0.0002064798,0.001647315,0.003002565,0.003859317,0.001840788,0.001891309,0.005274532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001518974,"about_ca_system_score_gemma":0.00100978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002509097,"about_ca_topic_score_gemma":0.002171136,"domain_scores_codex":[0.9994967,0.0001107754,0.00001443231,0.0001225473,0.0002002478,0.00005523377],"domain_scores_gemma":[0.9997533,0.00005388194,0.00001503474,0.00004473245,0.00009606228,0.00003707156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002804258,0.000001771635,0.00003072653,0.0000182621,0.000001451664,0.0000101425,0.0001116624,0.00005561236,0.0001313542,0.9739614,0.01102102,0.01465383],"study_design_scores_gemma":[0.000002107209,0.000004277718,0.0001706805,0.0000353504,0.000001907488,0.0001046087,0.0001303145,0.0002524456,0.0002364346,0.5949958,0.4040598,0.000006320551],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005094265,0.004918363,0.01452315,0.001463841,0.0008023939,0.00001334439,0.0002122352,0.0001936569,0.9727788],"genre_scores_gemma":[0.313674,0.006640093,0.008444826,0.001161255,0.00199915,0.00009949175,0.001116798,0.0004969869,0.6663674],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02174042,"threshold_uncertainty_score":0.07272893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03563268261004663,"score_gpt":0.2856443697470152,"score_spread":0.2500116871369686,"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."}}