{"id":"W2734871548","doi":"10.1111/gwat.12559","title":"Potential Use of Multimodels in Consulting to Improve Model Acceptance and Decision Making","year":2017,"lang":"en","type":"letter","venue":"Ground Water","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cochrane","funders":"","keywords":"Statement (logic); Management science; Computer science; Knowledge management; Engineering; Political science","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":[0.03450575,0.0003944773,0.0004998289,0.0007418335,0.002801706,0.003893992,0.002479777,0.01869955,0.009671532],"category_scores_gemma":[0.1582103,0.0005196636,0.001319935,0.0007319989,0.003476554,0.006166864,0.003540906,0.02015864,0.002742891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007576983,"about_ca_system_score_gemma":0.006955099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008778727,"about_ca_topic_score_gemma":0.02223713,"domain_scores_codex":[0.972536,0.01761297,0.001530937,0.001027816,0.006346652,0.0009456551],"domain_scores_gemma":[0.8223667,0.1475561,0.00376379,0.006773427,0.01539058,0.004149393],"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":[0.0001112511,0.0001463802,0.004033832,0.0001299183,0.00004181663,0.001464613,0.001057418,0.003498068,0.0003145965,0.03633945,0.8296665,0.1231963],"study_design_scores_gemma":[0.0002735472,0.0002401783,0.002722229,0.001144133,0.00007201557,0.003664393,0.002321891,0.05791321,0.001538362,0.2011113,0.7287761,0.0002226433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001325103,0.0002221092,0.005871803,0.98427,0.002201018,0.00002661372,0.0000327817,0.00008752991,0.005963027],"genre_scores_gemma":[0.1177227,0.001284942,0.02722811,0.822861,0.01769359,0.0003899117,0.000125593,0.0001887858,0.01250547],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03450575,"threshold_uncertainty_score":0.1824861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0361931089004429,"score_gpt":0.2941327869591617,"score_spread":0.2579396780587188,"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."}}