{"id":"W4414146786","doi":"10.53733/329","title":"Classification of connected shelves","year":2025,"lang":"en","type":"article","venue":"New Zealand journal of mathematics","topic":"Polynomial and algebraic computation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ericsson (Canada)","funders":"","keywords":"Conjecture; Algebraic number; Polynomial; Computation; Binary number; Idempotence; Symbolic computation; Algebra over a field","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":[],"consensus_categories":[],"category_scores_codex":[0.0002470993,0.00005408316,0.0001765833,0.0001403021,0.00002035616,0.00003424828,0.0003396361,0.00003028539,0.000005893826],"category_scores_gemma":[0.00011198,0.00004047324,0.00006068492,0.0002361891,0.00001484317,0.0001496911,0.0000365123,0.0000713397,0.000002433916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001417537,"about_ca_system_score_gemma":0.0001803841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003182914,"about_ca_topic_score_gemma":0.000001658659,"domain_scores_codex":[0.9992679,0.00002243297,0.0004325648,0.00005359739,0.000154942,0.00006859098],"domain_scores_gemma":[0.9990659,0.0002036789,0.0004100165,0.0001362336,0.0001409521,0.00004320489],"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":[0.00003971481,0.0008932708,0.003436026,0.0002878706,0.0002358044,0.00001102441,0.006935717,0.0003984992,0.03409661,0.6522873,0.07957493,0.2218032],"study_design_scores_gemma":[0.002980543,0.0004732003,0.04294816,0.0008050431,0.0000936224,0.0001325788,0.0003278308,0.1171045,0.01709919,0.8067561,0.01104815,0.0002310172],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3005251,0.0001129369,0.6944466,0.003346304,0.0003537429,0.00005355245,4.530527e-7,0.00001661162,0.001144764],"genre_scores_gemma":[0.9150426,0.00002481571,0.08322465,0.00007134179,0.00007989959,2.902652e-7,3.736227e-7,0.000002897738,0.001553128],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6145175,"threshold_uncertainty_score":0.1650451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01857812303265614,"score_gpt":0.2634944568131583,"score_spread":0.2449163337805021,"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."}}