{"id":"W6927172366","doi":"10.26186/148796","title":"Flood Vulnerability Research at Geoscience Australia","year":2021,"lang":"en","type":"article","venue":"Geoscience Australia","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Vulnerability (computing); Flood myth; Work (physics); Natural hazard; Natural (archaeology); Natural disaster","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":[],"consensus_categories":[],"category_scores_codex":[0.002618928,0.0002485061,0.0002279937,0.00008914683,0.001000047,0.0001744518,0.000955121,0.0001964224,0.0006144174],"category_scores_gemma":[0.002329564,0.0002315859,0.0001296613,0.001363168,0.001844898,0.00002734344,0.001585035,0.0004760439,0.0004783162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001404835,"about_ca_system_score_gemma":0.0004347305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007230414,"about_ca_topic_score_gemma":0.001561589,"domain_scores_codex":[0.9950842,0.0004780239,0.0003251441,0.001373267,0.001246385,0.001493],"domain_scores_gemma":[0.9975495,0.00007122453,0.00006298172,0.00114901,0.0007710825,0.0003961865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003089487,0.0001631009,0.05537734,0.00003375414,0.00001702703,0.00005910582,0.00007631013,0.00002397464,0.9309255,0.0006170814,0.01236733,0.0003085122],"study_design_scores_gemma":[0.0004964687,0.0004699173,0.4311741,0.00002878857,0.00001138865,0.00008628392,0.0003669306,0.00007930316,0.3862195,0.0004988057,0.1800305,0.0005380056],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967051,0.0001914082,0.0001569145,0.0009359659,0.000370675,0.0002641442,0.00005127777,0.00002275274,0.001301806],"genre_scores_gemma":[0.8872811,0.0001047493,0.001943721,0.0001038248,0.0001875947,0.00007250372,0.00003367434,0.00001264822,0.1102601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.544706,"threshold_uncertainty_score":0.9443797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2022259724926425,"score_gpt":0.4579037734704743,"score_spread":0.2556778009778318,"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."}}