{"id":"W7043260281","doi":"","title":"‘Science’- of value to hazard &amp; disaster challenges; &#13;\\nan exposé on interdisciplinary research","year":2016,"lang":"en","type":"other","venue":"ResearchSPAce (Bath Spa University)","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Futures contract; Value (mathematics); Work (physics); Citizen journalism; Hazard; Resilience (materials science); Psychological resilience; Order (exchange)","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":["metaepi_narrow","bibliometrics","sts","open_science","insufficient_payload"],"consensus_categories":["open_science","insufficient_payload"],"category_scores_codex":[0.01160609,0.0005373192,0.0009090338,0.01900583,0.0009276773,0.0004817933,0.007065081,0.0004778054,0.00655379],"category_scores_gemma":[0.002498186,0.0004006436,0.0003293755,0.008343426,0.002994446,0.0006870406,0.01014083,0.001258087,0.01439291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160563,"about_ca_system_score_gemma":0.00268212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001241295,"about_ca_topic_score_gemma":0.007789744,"domain_scores_codex":[0.9816887,0.002237017,0.0005772174,0.002285209,0.01119781,0.002014094],"domain_scores_gemma":[0.9898939,0.00197621,0.0003531192,0.003363132,0.003004168,0.00140954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00190525,0.0003503537,0.0000939884,0.00009069755,0.00008453405,0.0002346956,0.003617096,0.00002081935,0.003031075,0.06413495,0.9142328,0.01220374],"study_design_scores_gemma":[0.0008428483,0.002824823,0.0004791981,0.001146681,0.00001051459,0.000006005983,0.016232,0.00003834975,0.0005412702,0.005183387,0.9721317,0.0005632582],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008037269,0.000208549,0.0008324803,0.02101567,0.0005251991,0.001565626,0.0003091239,0.0001030287,0.9674031],"genre_scores_gemma":[0.03824067,0.0003837448,0.0003332283,0.00001893313,0.0005720106,0.00001229067,0.00001135273,0.0002227951,0.960205],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05895156,"threshold_uncertainty_score":0.9998446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2331361254729599,"score_gpt":0.4876254994007558,"score_spread":0.2544893739277959,"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."}}