{"id":"W2567441696","doi":"","title":"Inflection points of coherent reliability polynomials","year":2011,"lang":"en","type":"article","venue":"The Australasian Journal of Combinatorics","topic":"Mathematical functions and polynomials","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Mathematics; Inflection point; Inflection; Reliability (semiconductor); Combinatorics; Geometry; Computer science; Artificial intelligence; Physics","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":[0.001987098,0.0001533047,0.0004795179,0.0001096167,0.00008142302,0.000015887,0.0003915974,0.000103631,0.0006124649],"category_scores_gemma":[0.001076333,0.00009514785,0.0002502746,0.0002788605,0.0001350183,0.0001456796,0.00004337244,0.0003411947,0.00001400565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006994823,"about_ca_system_score_gemma":0.00009338511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001206048,"about_ca_topic_score_gemma":0.000001319533,"domain_scores_codex":[0.9980569,0.0002432547,0.00111309,0.00008688554,0.0003001294,0.0001997564],"domain_scores_gemma":[0.9974329,0.0005859936,0.001049076,0.0004352172,0.0003744528,0.0001223645],"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":[0.0004107069,0.001854995,0.005664465,0.0003761577,0.0003016165,0.00001218213,0.004531699,0.000004922536,0.002071527,0.9625947,0.02120847,0.0009684968],"study_design_scores_gemma":[0.0006212961,0.0006164819,0.003001002,0.0001044924,0.0001858554,0.0001173723,0.0003498367,0.000006768892,0.02798154,0.966113,0.0007928428,0.0001095724],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845108,0.00004392397,0.002878632,0.0004526059,0.001060877,0.0002549207,0.00000412209,0.00001774558,0.0107764],"genre_scores_gemma":[0.9967914,0.00001986527,0.002513559,0.00001534154,0.00009049888,0.000002771114,1.671105e-7,0.00001737277,0.0005489936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02591001,"threshold_uncertainty_score":0.6706061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07947958899832963,"score_gpt":0.3067828996701804,"score_spread":0.2273033106718507,"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."}}