{"id":"W4233667338","doi":"10.33137/jns.v2i1.36269","title":"Spotlights","year":2021,"lang":"en","type":"article","venue":"UTSC s Journal of Natural Sciences","topic":"Earthquake and Disaster Impact Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001042671,0.00006126078,0.0001490486,0.00007820067,0.0007488805,0.0001727503,0.0002978714,0.00003148255,0.0001903574],"category_scores_gemma":[0.0008060557,0.00004030397,0.000111562,0.0006225632,0.0005509155,0.0006093487,0.00003798926,0.0001380196,0.00002010667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002722217,"about_ca_system_score_gemma":0.0004875002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000678587,"about_ca_topic_score_gemma":0.0005834791,"domain_scores_codex":[0.9985595,0.0001421217,0.0002152294,0.00009258356,0.0007283267,0.0002622754],"domain_scores_gemma":[0.9991234,0.0002053315,0.0001725152,0.0000477246,0.000331098,0.0001199611],"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":[0.0001389719,0.000592328,0.1737301,0.00003869096,0.0003421362,0.00189873,0.1832561,0.0001038945,0.01179155,0.288616,0.0830363,0.2564551],"study_design_scores_gemma":[0.001070127,0.0004887476,0.1376873,0.0002503172,0.00008841891,0.0004396935,0.1084969,0.00001691728,0.008463029,0.04211053,0.7002923,0.0005956421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9150155,0.009460805,0.00001368749,0.01092721,0.001605649,0.00002448304,6.097973e-7,0.00001098788,0.06294102],"genre_scores_gemma":[0.9957795,0.0005546501,0.0007920337,0.0004918351,0.0005150076,1.085977e-7,7.793645e-8,0.000001648082,0.001865148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.617256,"threshold_uncertainty_score":0.5759859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03692666275188957,"score_gpt":0.3607997264000742,"score_spread":0.3238730636481847,"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."}}