{"id":"W4410504972","doi":"10.2139/ssrn.5257477","title":"Information in Times of Crisis: Learning Together","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Competitive and Knowledge Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Business; 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":[0.009495459,0.0006291122,0.0006978821,0.002784704,0.006042795,0.02065014,0.002161768,0.007189063,0.02539876],"category_scores_gemma":[0.0431824,0.0006053252,0.0004952928,0.002679253,0.008057375,0.05277071,0.01495743,0.00769809,0.007206922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001805487,"about_ca_system_score_gemma":0.005533952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001603704,"about_ca_topic_score_gemma":0.002794211,"domain_scores_codex":[0.995198,0.002680267,0.0001813224,0.000439204,0.0008002997,0.0007009491],"domain_scores_gemma":[0.9759981,0.01087586,0.001707318,0.001835195,0.003200114,0.006383451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003936401,0.0006016246,0.02000192,0.0006240152,0.0001523555,0.001138776,0.08252079,0.001754392,0.0009528362,0.1962742,0.2291799,0.4664057],"study_design_scores_gemma":[0.0000573125,0.0002114159,0.004010065,0.0007092931,0.00007195141,0.0003869083,0.08697778,0.001748241,0.0005689337,0.5875625,0.3175973,0.00009836441],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.09090777,0.01230461,0.04614572,0.4411311,0.004620076,0.0002010279,0.0003144738,0.000694936,0.4036802],"genre_scores_gemma":[0.9004493,0.01076967,0.02839471,0.02428082,0.00348499,0.0002460655,0.0004911938,0.0003943941,0.03148885],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02539876,"threshold_uncertainty_score":0.08496732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005519824917176694,"score_gpt":0.2314155964222303,"score_spread":0.2258957715050535,"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."}}