{"id":"W2102124797","doi":"10.3968/4435","title":"About Philosophical Sense of Category Reliability","year":2014,"lang":"en","type":"article","venue":"Advances in natural science/Advances in natural sciences","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polysemy; Reliability (semiconductor); Cybernetics; Epistemology; SOCRATES; Convergence (economics); Philosophical analysis; Plan (archaeology); Computer science; Sociology; Management science; Social science; Mathematics; Artificial intelligence; Philosophy; Engineering; Economics; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.02001135,0.0005749454,0.001317153,0.002298394,0.0008479119,0.0005073253,0.005015432,0.0001817538,0.00009095495],"category_scores_gemma":[0.02897527,0.0003669424,0.000300017,0.01586974,0.008362614,0.01010448,0.001079195,0.001107928,0.0000504753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003741315,"about_ca_system_score_gemma":0.0005900734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001703766,"about_ca_topic_score_gemma":0.001293127,"domain_scores_codex":[0.9849097,0.0007560317,0.002883606,0.002767612,0.007065265,0.00161778],"domain_scores_gemma":[0.9886908,0.00729179,0.001273242,0.001384569,0.0009616712,0.0003979247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003964943,0.000259771,0.1298839,0.0000766356,0.000002997414,0.00004280894,0.001036705,0.03225158,0.004222445,0.3668243,0.0001189864,0.4648834],"study_design_scores_gemma":[0.001027068,0.0003685239,0.03914301,0.0003272242,0.000003836336,0.00007059276,0.001515208,0.05664178,0.001119677,0.8633462,0.03556752,0.0008693945],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8262341,0.1161302,0.0007604709,0.00142286,0.01013943,0.0009110737,0.00001135421,0.0001157143,0.04427479],"genre_scores_gemma":[0.9914483,0.0006889262,0.007067411,0.000326243,0.0002593273,0.00002185448,9.950919e-7,0.0000128024,0.0001741104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4965219,"threshold_uncertainty_score":0.9998782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04153605517332974,"score_gpt":0.4077364537366298,"score_spread":0.3662003985633001,"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."}}