{"id":"W7026986036","doi":"","title":"Ben Stefanski interview, 24 February 2017","year":2017,"lang":"en","type":"article","venue":"EngagedScholarship @ Cleveland State University (Cleveland State University)","topic":"American Environmental and Regional History","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"George (robot); Work (physics); Indian ocean; Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008354529,0.0005193498,0.000491611,0.0002751375,0.004221326,0.0001161859,0.001981969,0.0001853691,0.001179885],"category_scores_gemma":[0.00005774202,0.0005498076,0.000288708,0.0002615072,0.002547328,0.002117301,0.001434034,0.001327025,0.001212629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001071116,"about_ca_system_score_gemma":0.0000794259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002798426,"about_ca_topic_score_gemma":0.002612783,"domain_scores_codex":[0.9965014,0.0008058664,0.0002626202,0.0009840961,0.0006279711,0.0008180136],"domain_scores_gemma":[0.9976476,0.0001585185,0.0004608806,0.001042079,0.00003123594,0.0006597136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003339634,0.001675226,0.761426,0.0001596693,0.001150506,0.01779608,0.03369924,0.002296583,0.003290466,0.001022353,0.08502832,0.08911593],"study_design_scores_gemma":[0.002133215,0.0001723322,0.581247,0.0000490128,0.00008185241,0.0000370153,0.004610985,0.00006762407,0.0001055604,0.0002735338,0.4104497,0.0007721288],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9337873,0.00006131369,0.003639625,0.000535409,0.0004412089,0.000357635,0.000427662,0.0001386344,0.06061121],"genre_scores_gemma":[0.847505,0.001058551,0.0008251338,0.0001786558,0.00003557086,2.8505e-7,0.00005324051,0.00004157488,0.150302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3254215,"threshold_uncertainty_score":0.9997332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0318923583290668,"score_gpt":0.2039010129785474,"score_spread":0.1720086546494806,"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."}}