{"id":"W4283397881","doi":"10.3390/w14081186","title":"Social Learning Resulting from Three Consecutive Flood Events in Yorkton, Saskatchewan, Canada","year":2022,"lang":"en","type":"article","venue":"Water","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Flood myth; Social learning; Flooding (psychology); Public relations; Sociology; Environmental planning; Psychology; Political science; Geography; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004314913,0.00007152934,0.0001000223,0.00003523449,0.001012938,0.00002787404,0.000267948,0.00002433677,0.0006276288],"category_scores_gemma":[0.00002198745,0.00006226098,0.00002640159,0.0001378074,0.00006659187,0.00008937191,0.0002419832,0.0002162116,0.00001436275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002273783,"about_ca_system_score_gemma":0.0002195471,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8972521,"about_ca_topic_score_gemma":0.9922746,"domain_scores_codex":[0.9985382,0.0002805657,0.0001456124,0.0002065438,0.0004645018,0.0003645707],"domain_scores_gemma":[0.999806,0.00004268558,0.00004130576,0.00005767893,0.00001567923,0.00003663227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008437216,0.00007263069,0.5752673,0.000006454923,0.00004693039,0.00009248149,0.4097668,0.0006419262,0.0004731516,0.0004950578,0.008755446,0.00429746],"study_design_scores_gemma":[0.001142964,0.00003495071,0.1192941,0.00001729788,0.00002130463,2.249407e-7,0.6524399,0.0001642766,0.0002353955,0.004039862,0.2221973,0.000412427],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771318,0.00001481002,0.000005987979,0.002053068,0.0003192417,0.0001406488,0.000006618998,0.00002434791,0.02030348],"genre_scores_gemma":[0.9859239,5.451034e-7,0.00001286977,0.0002250968,0.0001234967,0.00002138034,0.00002343944,0.000006742122,0.01366252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4559732,"threshold_uncertainty_score":0.7790802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01430207535806269,"score_gpt":0.248834688031395,"score_spread":0.2345326126733323,"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."}}