{"id":"W2060906898","doi":"10.1007/s11270-006-9207-x","title":"Academics and their Knowledge are Underutilized","year":2006,"lang":"en","type":"article","venue":"Water Air & Soil Pollution","topic":"Earthquake and Disaster Impact Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03018971,0.0007083467,0.002101739,0.01497554,0.007733631,0.02916241,0.00395708,0.005062371,0.06861778],"category_scores_gemma":[0.1544981,0.0006386157,0.001071536,0.01446206,0.01400071,0.02020523,0.0198843,0.006460217,0.0331134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004179675,"about_ca_system_score_gemma":0.03616711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006008486,"about_ca_topic_score_gemma":0.007129434,"domain_scores_codex":[0.9639593,0.01638722,0.002707542,0.002064943,0.01196004,0.002920897],"domain_scores_gemma":[0.6603009,0.1462856,0.02970876,0.03125554,0.07608169,0.05636754],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002733665,0.0003771854,0.02000324,0.002349712,0.0001086347,0.0005038502,0.007989722,0.0001648941,0.0005770531,0.03308815,0.4011059,0.5334583],"study_design_scores_gemma":[0.000116494,0.0001380937,0.02007786,0.00760321,0.0001558974,0.001052968,0.0358571,0.000307219,0.0003270061,0.05957115,0.8747071,0.00008595049],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03135643,0.07913608,0.00305456,0.7150064,0.0159603,0.0001820524,0.002264289,0.0005449811,0.152495],"genre_scores_gemma":[0.4873554,0.1646037,0.009534043,0.1922854,0.04011229,0.0004717143,0.003425317,0.0006624541,0.1015497],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9698103,"threshold_uncertainty_score":0.2295493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0289176176178176,"score_gpt":0.2795957782426646,"score_spread":0.250678160624847,"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."}}