{"id":"W4388520537","doi":"10.1126/science.adm7955","title":"Burning bridges","year":2023,"lang":"en","type":"article","venue":"Science","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Environmental 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":[0.00154847,0.0003852922,0.0002988885,0.0006525528,0.007195372,0.004935865,0.0007359315,0.00212308,0.04032931],"category_scores_gemma":[0.002508727,0.0002221716,0.0003596146,0.0006073519,0.002279388,0.003049663,0.003782605,0.002837354,0.009755713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001865748,"about_ca_system_score_gemma":0.003788453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004318484,"about_ca_topic_score_gemma":0.01310204,"domain_scores_codex":[0.9990963,0.00015693,0.0000250035,0.0001588947,0.0003180697,0.0002447602],"domain_scores_gemma":[0.9989729,0.0001145247,0.0000940159,0.0001389161,0.0003382716,0.000341369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002681753,0.0002101592,0.01027702,0.0003806988,0.00006332459,0.0007421701,0.01891764,0.0006900634,0.009033111,0.3646922,0.2645926,0.3301329],"study_design_scores_gemma":[0.000009848457,0.0001258942,0.005322076,0.0002773422,0.00001548604,0.0002566146,0.007508799,0.000209194,0.001421156,0.0228207,0.9620168,0.0000159825],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1199768,0.006072947,0.007972388,0.0418168,0.004647592,0.00009224502,0.0003744823,0.0003470812,0.8186998],"genre_scores_gemma":[0.4843285,0.005706359,0.004830115,0.01075093,0.0008046186,0.00008109651,0.0005894425,0.0002148836,0.4926941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04032931,"threshold_uncertainty_score":0.134915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352159095371849,"score_gpt":0.264203380401634,"score_spread":0.2506817894479155,"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."}}