{"id":"W4416873584","doi":"10.1109/issrew67781.2025.00009","title":"Industry Track Keynote: ISSREW 2025","year":2025,"lang":"","type":"article","venue":"","topic":"Knowledge Management and Technology","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Semtech (Canada)","funders":"","keywords":"Workflow; Enabling; Reliability (semiconductor); Session (web analytics); Software; State (computer science); Maturity (psychological); Prime (order theory)","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":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002292921,0.0004254112,0.0006909112,0.001844496,0.0004221663,0.0007126068,0.003031377,0.002657308,0.04799884],"category_scores_gemma":[0.002371833,0.0003510081,0.000304639,0.00619542,0.0006018199,0.0004267522,0.001887726,0.00243627,0.01543546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009177954,"about_ca_system_score_gemma":0.0003696728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003781006,"about_ca_topic_score_gemma":0.0001363548,"domain_scores_codex":[0.995376,0.0002064996,0.001387951,0.001339885,0.0008612426,0.0008284379],"domain_scores_gemma":[0.9964111,0.0009224509,0.000230094,0.001888316,0.000397401,0.000150578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001975717,0.0001533007,0.007454062,0.00001607879,0.00006591679,0.00001666708,0.00004783016,0.000002392241,0.00002489324,0.1680544,0.2970106,0.5271341],"study_design_scores_gemma":[0.0008268162,0.00008430712,0.005703931,0.00008543909,0.00009836919,0.000001216687,0.002139329,0.002240317,0.00189933,0.1416912,0.8448876,0.0003421269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03045401,0.002783526,0.01793769,0.03812084,0.00473302,0.0005200928,0.000005083148,0.0003014358,0.9051443],"genre_scores_gemma":[0.4723156,0.0001075294,0.000374078,0.001601671,0.00007559396,0.00001083928,8.270837e-7,0.000007495642,0.5255064],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5478771,"threshold_uncertainty_score":0.9998942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07537349704048818,"score_gpt":0.40489351741049,"score_spread":0.3295200203700018,"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."}}