{"id":"W4402061158","doi":"10.1061/9780784485569.022","title":"CIP under Pressure: Rethinking Solutions to the CAVSARP System’s High Head without Breaking the Bank","year":2024,"lang":"en","type":"article","venue":"","topic":"Economic Theory and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Head (geology); Computer science; Geology; Geomorphology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002823354,0.0002573235,0.0001879875,0.0006652894,0.001024239,0.003603163,0.001285978,0.00113065,0.0132058],"category_scores_gemma":[0.009157145,0.0001886262,0.0002587373,0.0007405307,0.001325358,0.003488125,0.001793802,0.002665144,0.001501334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002616759,"about_ca_system_score_gemma":0.0061214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01530272,"about_ca_topic_score_gemma":0.01888814,"domain_scores_codex":[0.9986816,0.0003239028,0.00003712203,0.0001263657,0.0005995132,0.0002314288],"domain_scores_gemma":[0.9975021,0.0007721798,0.0001680863,0.0002631531,0.0008976174,0.0003967371],"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":[0.0003218008,0.0003219542,0.01027716,0.0004057195,0.00004887667,0.0006858812,0.001581204,0.01437011,0.006057004,0.3099913,0.2216766,0.4342625],"study_design_scores_gemma":[0.0001608532,0.0008381141,0.0141767,0.0004372023,0.00005087115,0.0004564117,0.003272911,0.03911768,0.00568342,0.07520679,0.8604774,0.0001216885],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.263549,0.004629355,0.1907614,0.200081,0.002552802,0.0007108566,0.001209351,0.0038711,0.3326351],"genre_scores_gemma":[0.8748757,0.003820601,0.0596082,0.005892134,0.001270243,0.0001950772,0.0006508933,0.0004957717,0.05319137],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01530272,"threshold_uncertainty_score":0.04417777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0579962794156277,"score_gpt":0.2576251875781095,"score_spread":0.1996289081624818,"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."}}