{"id":"W4407028239","doi":"10.46254/wc01.20240112","title":"Obsolescence Management in Quebec Aerospace Industry","year":2024,"lang":"en","type":"article","venue":"","topic":"Transportation Systems and Infrastructure","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Obsolescence; Aerospace; Computer science; Business; Manufacturing engineering; Engineering; Aerospace engineering; Marketing","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":[0.00009480686,0.0001073402,0.00009046869,0.0002070997,0.00002933533,0.0004123336,0.0001155851,0.00009913382,0.0009095349],"category_scores_gemma":[0.000001979985,0.00008817164,0.00003427463,0.0005824106,0.00001621679,0.001012242,0.00002472582,0.000206767,0.0004453912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002778366,"about_ca_system_score_gemma":0.00001026652,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01079178,"about_ca_topic_score_gemma":0.01222662,"domain_scores_codex":[0.9992657,0.000001880486,0.0001890842,0.000224202,0.0001550098,0.0001640977],"domain_scores_gemma":[0.9998218,0.000004668463,0.00002606513,0.0001211279,0.0000196043,0.000006750025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000864704,0.00002645821,0.09582886,0.0009781958,0.00003273291,0.0002227838,0.0001610031,0.0003407366,0.0001726514,0.8019828,0.06871525,0.03152991],"study_design_scores_gemma":[0.000227327,0.00000125696,0.3380468,0.0002961532,0.0000157291,8.834654e-7,0.001305895,0.001336795,0.00002113057,0.001171645,0.6573536,0.0002228286],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5393177,0.0003880045,0.002951221,0.00444034,0.002063283,0.0005608561,0.000002566364,0.000758856,0.4495172],"genre_scores_gemma":[0.9790863,0.000004118362,0.0001968888,0.001229245,0.0003547259,0.00001464778,0.000008933416,0.0000143734,0.01909073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8008111,"threshold_uncertainty_score":0.9958769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009338049327066578,"score_gpt":0.2199102179336975,"score_spread":0.2105721686066309,"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."}}