{"id":"W4411698860","doi":"10.1002/9781119909668.ch6","title":"Pipeline Integrity Management Systems (PIMS)","year":2025,"lang":"en","type":"other","venue":"","topic":"Diverse Research and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Safety Canada; Alberta Energy","funders":"","keywords":"Pipeline (software); Integrity management; Computer science; Operating system","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000124207,0.0001107301,0.000129349,0.0002488601,0.00003080423,0.0001864897,0.001228921,0.00007941871,0.0006812612],"category_scores_gemma":[0.000004609324,0.00008853102,0.00004325698,0.0003093996,0.00002001548,0.00003484054,0.0006106247,0.0001541937,0.00213479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003336165,"about_ca_system_score_gemma":0.00006129221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008661131,"about_ca_topic_score_gemma":0.00003405557,"domain_scores_codex":[0.9991008,0.00002498365,0.00009801938,0.0003323123,0.0002581373,0.0001857703],"domain_scores_gemma":[0.9990804,0.00001638449,0.00003598091,0.0007586533,0.00003334774,0.00007528943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[8.33184e-8,0.00001651465,5.180723e-7,0.00004596781,0.00001480429,0.000003800255,7.642229e-7,4.24613e-7,6.140665e-8,0.4387987,0.5490233,0.01209505],"study_design_scores_gemma":[0.00007310636,0.000003349362,0.00000267202,0.0001031536,0.000004359248,4.356782e-7,0.00001556874,0.004006047,0.000002247195,0.0006700096,0.9950306,0.00008847285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.346887e-9,0.0001607607,0.4612478,0.0003184,0.000136403,0.0002248945,0.00001081424,0.0002570574,0.5376438],"genre_scores_gemma":[0.00003002063,0.0004047808,0.01888978,0.00009819394,0.00007533933,0.00007075773,0.00001030555,0.00002183544,0.980399],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4460072,"threshold_uncertainty_score":0.9986421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02439694445196016,"score_gpt":0.2949953313894693,"score_spread":0.2705983869375091,"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."}}