{"id":"W2297430558","doi":"","title":"On advanced mathematical methods and more elementary ideas met (or not) before","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Mathematics education; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01357279,0.0005865857,0.0009380361,0.0002240535,0.0003381524,0.0001768767,0.00112265,0.0004014388,0.0005646483],"category_scores_gemma":[0.00961475,0.0005083092,0.0002454975,0.0001944103,0.0004514253,0.0001342145,0.001384587,0.000938976,0.00005600014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002376086,"about_ca_system_score_gemma":0.0002712554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000025238,"about_ca_topic_score_gemma":0.0001603361,"domain_scores_codex":[0.9911386,0.005955065,0.0009522503,0.0008520398,0.0006672663,0.0004348156],"domain_scores_gemma":[0.9885437,0.006557251,0.0007786542,0.002658187,0.001097871,0.0003643459],"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":[0.0001126534,0.0008288056,0.000007836553,0.001241601,0.000184734,0.00001504566,0.0256841,0.00001000775,0.0002430324,0.9302334,0.003165346,0.03827349],"study_design_scores_gemma":[0.000832586,0.000003553048,0.00001308727,0.00285968,0.0002032048,0.00003432178,0.0007197736,0.004387717,0.008365004,0.9746732,0.007371984,0.0005358703],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4351487,0.0006879774,0.4789304,0.006263849,0.0004709329,0.002205178,0.0002791732,0.00079045,0.07522333],"genre_scores_gemma":[0.05304765,0.00007825533,0.9263837,0.0002995201,0.0000331801,0.0001740745,0.0001783516,0.0001362158,0.019669],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4474534,"threshold_uncertainty_score":0.9997368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04342514386975296,"score_gpt":0.3444013017992567,"score_spread":0.3009761579295037,"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."}}