{"id":"W2747955194","doi":"","title":"‘Science’- of value to hazard & disaster challenges; an exposé on interdisciplinary research","year":2016,"lang":"en","type":"article","venue":"","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Vulnerability (computing); Futures contract; Discipline; Participatory action research; Engineering ethics; Work (physics); Citizen journalism; Sociology; Hazard; Psychological resilience; Value (mathematics); Political science; Environmental ethics; Public relations; Social science; Geography; Business; Engineering; Psychology; Social psychology; Computer science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0139746,0.0001626918,0.0002844011,0.00230799,0.0005172393,0.0002941821,0.0025332,0.00007493093,0.001136757],"category_scores_gemma":[0.002279358,0.00008049351,0.00008883833,0.003330749,0.0008963035,0.001453226,0.002657219,0.00017773,0.002746347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001960721,"about_ca_system_score_gemma":0.0005168394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003954825,"about_ca_topic_score_gemma":0.0002935816,"domain_scores_codex":[0.9913684,0.000747746,0.0006733206,0.00107102,0.00535346,0.000786014],"domain_scores_gemma":[0.9936038,0.001406857,0.00008739127,0.001712587,0.002584661,0.0006047332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002214577,0.0006862869,0.0004090646,0.000008963551,0.00001391038,0.00002831883,0.01684016,0.00004270165,0.2403196,0.3317125,0.03126485,0.3764591],"study_design_scores_gemma":[0.001895257,0.04081828,0.04702637,0.0005004941,0.000005976063,0.0000233677,0.1370341,0.001844574,0.233995,0.5244794,0.01146907,0.0009080471],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7946596,0.00002043358,0.001446887,0.03058244,0.0003265156,0.000413443,0.00001750018,0.00002793773,0.1725053],"genre_scores_gemma":[0.9792657,0.000006142286,0.0004390209,0.00006994889,0.0002101196,0.00004527875,5.912525e-7,0.00001399984,0.01994917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3755511,"threshold_uncertainty_score":0.9997764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3744615475748836,"score_gpt":0.5609120286552441,"score_spread":0.1864504810803605,"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."}}