{"id":"W7104398629","doi":"10.48660/25110065","title":"BPS lines, CoHA bimodules and Cluster Categorification","year":2025,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Cluster (spacecraft); Categorification; Morphing; Chain (unit); Cluster 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":[0.0007696368,0.0006778777,0.000590036,0.002223785,0.003054674,0.004966718,0.001169874,0.001442407,0.07568814],"category_scores_gemma":[0.002448716,0.0004244141,0.0007996957,0.002571681,0.002957806,0.008552818,0.003162942,0.002695908,0.01617389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002522727,"about_ca_system_score_gemma":0.0009683185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006899119,"about_ca_topic_score_gemma":0.007484671,"domain_scores_codex":[0.9991517,0.0002532647,0.00004037907,0.0002060595,0.0002299253,0.0001186698],"domain_scores_gemma":[0.9992536,0.0002035567,0.00005181448,0.0001880813,0.0002308456,0.00007209209],"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":[0.00001090838,0.000005806112,0.00005081198,0.00001425684,0.000001897815,0.00001176926,0.00010149,0.0001323049,0.00007188148,0.9855282,0.006976787,0.007093991],"study_design_scores_gemma":[0.000006421328,0.000004691882,0.0001315817,0.00002208935,0.000003426152,0.00004423079,0.0001743735,0.0009801592,0.0002652676,0.9379588,0.06039885,0.00001010396],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02191647,0.0009991943,0.09277636,0.003957981,0.000844156,0.00004526239,0.001287734,0.00130371,0.876869],"genre_scores_gemma":[0.4441111,0.001032554,0.05229004,0.0009718722,0.0007880338,0.0001280347,0.003066733,0.002521548,0.4950901],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07568814,"threshold_uncertainty_score":0.253202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361776300902971,"score_gpt":0.2580547918793557,"score_spread":0.244437028870326,"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."}}