{"id":"W2041717037","doi":"10.4171/rlm/623","title":"Constrained ephemeral continua","year":2012,"lang":"it","type":"article","venue":"Rendiconti Lincei Matematica e Applicazioni","topic":"Advanced Topology and Set Theory","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Gruppo Nazionale per la Fisica Matematica; Canada Research Chairs; Istituto Nazionale di Alta Matematica \"Francesco Severi\"","keywords":"Ephemeral key; Mathematics; Algorithm","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002376066,0.001096393,0.002120042,0.000238717,0.00064132,0.0001371143,0.000866006,0.001007423,0.008700874],"category_scores_gemma":[0.0007538309,0.001014111,0.0005843366,0.0004593057,0.001462616,0.0008325551,0.0003860465,0.001128575,0.007650869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001980486,"about_ca_system_score_gemma":0.000132763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001119539,"about_ca_topic_score_gemma":0.000004570083,"domain_scores_codex":[0.9931749,0.0006378787,0.00225176,0.0008490859,0.000720646,0.002365787],"domain_scores_gemma":[0.9938831,0.002057576,0.001254768,0.001697658,0.0001865192,0.0009203275],"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":[0.0001598498,0.001525314,0.0005358731,0.001459454,0.0006003689,0.00003274022,0.001998892,0.000003093158,0.001665413,0.9820783,0.007576788,0.002363967],"study_design_scores_gemma":[0.006505296,0.0005117435,0.0006041815,0.002072164,0.002407124,0.0007499728,0.005407025,0.0009693691,0.01168062,0.8332091,0.1322307,0.003652763],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2867165,0.01465231,0.3101581,0.008447643,0.007775424,0.01250688,0.001177632,0.003228436,0.3553371],"genre_scores_gemma":[0.9586731,0.0003235812,0.02511985,0.0007007741,0.001539672,0.000394212,0.00009138053,0.0002136512,0.01294377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6719567,"threshold_uncertainty_score":0.9992309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0253718687291293,"score_gpt":0.3137007747265765,"score_spread":0.2883289059974472,"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."}}