{"id":"W4210559338","doi":"10.33137/js.v4i0.37120","title":"Question Dynamics","year":2021,"lang":"en","type":"article","venue":"Scientonomy Journal for the Science of Science","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Toronto","funders":"","keywords":"Presupposition; Epistemology; Corollary; Axiom; Philosophy; Mathematics; Pure mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.01257754,0.0001183785,0.0001506606,0.000518936,0.003637149,0.00145559,0.004486508,0.00002553726,0.00001115582],"category_scores_gemma":[0.001079405,0.00007879254,0.0001173523,0.005518131,0.003674957,0.004132542,0.0005217189,0.0001502108,0.000008960353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004143672,"about_ca_system_score_gemma":0.00319567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001757567,"about_ca_topic_score_gemma":0.00001151749,"domain_scores_codex":[0.9964557,0.00004710359,0.0004590467,0.0005820525,0.001818907,0.0006372017],"domain_scores_gemma":[0.9960526,0.0001719459,0.0004497026,0.0007679195,0.00227164,0.0002862527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005031957,0.00009650464,0.000506777,0.00001628809,0.000006873527,0.000004249507,0.001413952,0.003980233,0.1919735,0.7424548,0.0003315597,0.05921019],"study_design_scores_gemma":[0.0003876435,0.0001111083,0.005742027,0.00008354158,0.00001091482,0.0004275517,0.0009663641,0.795166,0.1811066,0.01340138,0.002365408,0.0002315236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08135849,0.0002666547,0.9042141,0.004262698,0.007733759,0.000297291,0.000004125251,0.00003107468,0.001831824],"genre_scores_gemma":[0.9501805,0.00003146252,0.04887228,0.00009371142,0.0001007352,0.000007826537,3.18391e-7,0.000003731644,0.0007093714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.868822,"threshold_uncertainty_score":0.999581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549049251302168,"score_gpt":0.3101870888021785,"score_spread":0.2846965962891569,"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."}}