{"id":"W4363647881","doi":"10.29121/ijetmr.v10.i4.2023.1310","title":"PROPOSAL FOR AN EXTENDED CS-L MODEL","year":2023,"lang":"en","type":"article","venue":"International Journal of Engineering Technologies and Management Research","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nothing; Reflection (computer programming); Art history; Humanities; Computer science; Art; Philosophy; Epistemology; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001004655,0.00008053947,0.00009318227,0.001548246,0.00007746561,0.00027925,0.0005133985,0.00005779612,0.000002919777],"category_scores_gemma":[0.000191929,0.00006853946,0.00003157598,0.0006046815,0.00004666482,0.0009724423,0.0003109779,0.0001759512,0.000005222135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002915449,"about_ca_system_score_gemma":0.00001647391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000667105,"about_ca_topic_score_gemma":0.000002958989,"domain_scores_codex":[0.9990233,0.000002075867,0.0002224268,0.0001268583,0.0004143601,0.0002109963],"domain_scores_gemma":[0.9989961,0.0000248726,0.00008827852,0.0001021705,0.0007828749,0.000005732337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007569393,0.00004811302,0.00009727073,0.0001724074,0.00008105198,0.00002879038,0.000008069926,0.0132908,0.001641361,0.9153488,0.007057924,0.06214972],"study_design_scores_gemma":[0.0008808014,0.00008696438,0.002622913,0.0001560826,0.00001894974,0.000009993116,0.001026565,0.7526885,0.0003949924,0.1972024,0.04472452,0.0001873229],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6495858,0.0003920608,0.2622792,0.07085034,0.003379227,0.002087386,0.00001411165,0.00265445,0.008757386],"genre_scores_gemma":[0.9881694,0.0003779189,0.01084222,0.00004220768,0.0003245471,0.00004245469,0.00001477659,0.00001753006,0.0001688912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7393978,"threshold_uncertainty_score":0.2794958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07676893441670561,"score_gpt":0.344523294646085,"score_spread":0.2677543602293794,"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."}}