{"id":"W4392159167","doi":"10.46692/9781447362555.012","title":"Conclusions and looking forward","year":2023,"lang":"en","type":"other","venue":"","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer 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":[0.009323155,0.001023656,0.0009551998,0.001783281,0.007279857,0.01941525,0.004089825,0.008539502,0.1179478],"category_scores_gemma":[0.02384756,0.0004017686,0.001569573,0.002133077,0.004770941,0.01780883,0.009187694,0.01262815,0.04491458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01028194,"about_ca_system_score_gemma":0.01977254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007866909,"about_ca_topic_score_gemma":0.01038861,"domain_scores_codex":[0.9915714,0.002487015,0.0003582553,0.001398456,0.002106372,0.00207846],"domain_scores_gemma":[0.9912573,0.001552381,0.000325794,0.0007872898,0.00397268,0.002104571],"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":[0.00008324337,0.00006752141,0.001249782,0.0007079607,0.00002085143,0.000384912,0.007366498,0.000212191,0.0002459542,0.3491464,0.5532412,0.0872735],"study_design_scores_gemma":[0.000007732179,0.00002043591,0.0006378911,0.00133231,0.000007181016,0.0001524304,0.01134103,0.00008783447,0.0001432689,0.06219379,0.9240544,0.00002170378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00312363,0.01408107,0.005147226,0.6471633,0.04719951,0.0001829886,0.001072893,0.0003297696,0.2816996],"genre_scores_gemma":[0.09325762,0.0328275,0.01453013,0.2702068,0.01055376,0.0008412186,0.003390166,0.0009552381,0.5734376],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1179478,"threshold_uncertainty_score":0.3945746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01360072583172882,"score_gpt":0.3098953464152871,"score_spread":0.2962946205835583,"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."}}