{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001545311,0.0002802036,0.0003022599,0.0004173749,0.00003556393,0.0000582114,0.0001857411,0.0003493049,0.001089977],"category_scores_gemma":[0.00007138525,0.0002618272,0.00003833056,0.0002143727,0.00008546925,0.00003269188,0.0000778172,0.000177123,0.006752611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006433465,"about_ca_system_score_gemma":0.00009274137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001061359,"about_ca_topic_score_gemma":0.0009128394,"domain_scores_codex":[0.9988967,0.00007198278,0.0001869272,0.0004609416,0.0001800593,0.0002033753],"domain_scores_gemma":[0.9991274,0.00004167669,0.0001874892,0.0005293429,0.00005502118,0.0000590229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001116735,0.00003380305,0.0004413287,0.0001685622,0.00007004155,0.000001684088,0.00004464745,0.000001117877,0.0001715679,0.002496234,0.9922299,0.004329915],"study_design_scores_gemma":[0.0003330579,0.000007820047,0.001087125,0.00015096,0.0001035568,0.000001989091,0.0000115675,0.00009841544,0.00007337314,0.0003412437,0.9975255,0.0002653971],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007511024,0.006502943,0.0005585245,0.0004349976,0.0005144196,0.0006042817,0.0006005535,0.0006993155,0.9900098],"genre_scores_gemma":[0.00297446,0.0004650115,0.0008315943,0.0001651262,0.0006971059,0.00006139495,0.0005764205,0.0007635112,0.9934654],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.006037931,"threshold_uncertainty_score":0.9999834,"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."}}