{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007671081,0.0000647433,0.00009973201,0.0003868522,0.00006138774,0.00006432022,0.0001446651,0.00002917455,0.0001840801],"category_scores_gemma":[0.0001435455,0.00005848601,0.00004886925,0.000387528,0.00001312861,0.0007981471,0.00004561857,0.0006137233,0.0001190563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001170684,"about_ca_system_score_gemma":0.0002369704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001867832,"about_ca_topic_score_gemma":0.0005296908,"domain_scores_codex":[0.9991188,0.00001051914,0.0002429227,0.00004506996,0.00008934179,0.0004933263],"domain_scores_gemma":[0.9996415,0.00002349741,0.0001305326,0.00004912644,0.0001527832,0.000002564089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004634285,0.00003644781,0.04062312,0.00004451521,0.00004113011,4.510144e-7,0.0001824768,0.0003113994,0.00005831669,0.8970595,0.000430953,0.06116537],"study_design_scores_gemma":[0.0005750149,0.00004014888,0.004535104,0.0002149097,0.00003756925,0.000007022477,0.01986858,0.002431305,0.0003706646,0.8609366,0.110797,0.0001860759],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5702414,0.003220892,0.02340834,0.002659036,0.0005394698,0.0002074338,2.549969e-7,0.0000605836,0.3996626],"genre_scores_gemma":[0.9980087,0.0002817717,0.000009684439,0.0002409234,0.0001206369,0.000001835535,0.000001037745,0.000003395801,0.001331996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4277673,"threshold_uncertainty_score":0.2666356,"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."}}