{"id":"W4403323571","doi":"10.1007/978-3-031-70718-6_6","title":"Industry","year":2024,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Osta Bio Technologies (Canada)","funders":"","keywords":"Business","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006844147,0.0008210852,0.002912403,0.001783038,0.000274153,0.001025339,0.001035906,0.001649951,0.0004420026],"category_scores_gemma":[0.003352321,0.0005392014,0.0004339696,0.0003742882,0.0003978981,0.0001806291,0.001013306,0.002170703,0.002306515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002400193,"about_ca_system_score_gemma":0.0001163321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002937638,"about_ca_topic_score_gemma":0.000126044,"domain_scores_codex":[0.9901047,0.0001835788,0.003730042,0.001897048,0.003559136,0.0005254864],"domain_scores_gemma":[0.9862989,0.01006524,0.0008918841,0.001550059,0.0009344543,0.0002594809],"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":[0.000202645,0.00001719593,0.000353988,0.0001407058,0.0004208582,0.001114999,0.0008138998,0.0001455171,0.000003285155,0.6376891,0.2878678,0.07122999],"study_design_scores_gemma":[0.0008339449,0.00006309566,0.00007163587,0.002539417,0.00005227705,0.0001558326,0.002353047,0.0009513365,5.579476e-8,0.3601369,0.6324249,0.0004175995],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003439843,0.3695025,0.001377823,0.000313607,0.01210953,0.001258826,0.0001674878,0.0001198341,0.6148064],"genre_scores_gemma":[0.3612217,0.0006565513,0.00004102083,0.0002522865,0.0008645128,0.00006318798,8.770177e-7,0.00007313169,0.6368267],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.368846,"threshold_uncertainty_score":0.999706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2457416531989295,"score_gpt":0.4463104079117398,"score_spread":0.2005687547128103,"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."}}