{"id":"W1982042827","doi":"10.1002/asmb.2040","title":"Start‐up demonstration tests: models, methods and applications, with some unifications","year":2014,"lang":"en","type":"article","venue":"Applied Stochastic Models in Business and Industry","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Reliability (semiconductor); Quality (philosophy); Independent and identically distributed random variables; Econometrics; Reliability engineering; Statistics; Mathematics; Random variable; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003923819,0.000232782,0.0002892291,0.00012822,0.0002601087,0.00008622748,0.0001221258,0.0002724771,0.00001668681],"category_scores_gemma":[0.0001282312,0.0002109067,0.00001183496,0.000511803,0.0002773119,0.0002859052,0.00005007774,0.0003727942,0.000002700285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000428784,"about_ca_system_score_gemma":0.00008067644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002746299,"about_ca_topic_score_gemma":0.00001305696,"domain_scores_codex":[0.998616,0.0000493855,0.000442951,0.0004537324,0.0001937823,0.0002441857],"domain_scores_gemma":[0.9984871,0.0006503061,0.0001617298,0.0003667817,0.0001804381,0.0001536355],"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":[0.00001395242,0.00009597015,0.000007459867,0.0000581442,0.000008460731,9.159524e-8,0.00007367919,0.0144894,0.00009461422,0.9676924,0.00007346267,0.01739236],"study_design_scores_gemma":[0.0005575778,0.000009472192,0.0007766489,0.00003689211,0.00003954169,0.000007360916,0.0002073545,0.3400263,0.00001595104,0.6580492,0.0000806368,0.0001930387],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005145901,0.0000475594,0.9907351,0.0006223888,0.00001531585,0.0007695074,0.00006871045,0.00009682775,0.002498693],"genre_scores_gemma":[0.8686301,0.00001737927,0.1298671,0.0001161093,0.00005448385,0.001128885,0.00009904302,0.00002637602,0.00006057286],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8634841,"threshold_uncertainty_score":0.8600526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08213216834506626,"score_gpt":0.350373100984851,"score_spread":0.2682409326397847,"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."}}