{"id":"W4313638565","doi":"10.1002/9781119898566.ch10","title":"Opportunities vs. Risks","year":2023,"lang":"en","type":"other","venue":"","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Anthropocene; Dysfunctional family; Environmental ethics; Space (punctuation); Business; Coronavirus disease 2019 (COVID-19); Political science; Internet privacy; Risk analysis (engineering); Computer science; Psychology; Medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001612027,0.0001527441,0.0003799806,0.0005140525,0.00002299118,0.00003297821,0.0002006506,0.0004341159,0.02523701],"category_scores_gemma":[0.00004055989,0.0001654379,0.00007170683,0.0001364977,0.0000610911,0.00004136294,0.00006487651,0.0001541321,0.01658467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004410474,"about_ca_system_score_gemma":0.000006192953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001091145,"about_ca_topic_score_gemma":0.0002028315,"domain_scores_codex":[0.9991091,0.000001836183,0.0003849473,0.0003160931,0.00001064699,0.0001773482],"domain_scores_gemma":[0.999296,0.00001631603,0.000347998,0.0003052853,0.000005558491,0.00002881893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[2.883816e-7,0.000005425134,0.0006789354,0.000005821942,0.00002215492,0.000001824207,0.000001507799,9.35039e-8,1.220656e-8,0.5479417,0.4498247,0.001517513],"study_design_scores_gemma":[0.00008157614,0.00001524828,0.0003946028,0.00001305043,0.000001522529,3.955804e-7,0.00001977769,0.00003490498,0.000001372234,0.1041417,0.8950955,0.0002003054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006007692,0.0005168394,0.0007378903,0.0008507023,0.0005915292,0.0001186203,0.0002346894,0.002104959,0.9947847],"genre_scores_gemma":[0.004414736,0.00143268,0.0003387844,0.0004351356,0.0001822707,0.00003367498,0.00004078307,0.0005437571,0.9925781],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4452708,"threshold_uncertainty_score":0.984181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3496642064752827,"score_gpt":0.2759075365198419,"score_spread":0.07375666995544083,"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."}}