{"id":"W4230667602","doi":"10.1002/aehe.20053","title":"Issue Information","year":2017,"lang":"en","type":"paratext","venue":"ASHE Higher Education Report","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citation; Analytics; Computer science; Higher education; Library science; World Wide Web; Data science; Political science","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004457025,0.0002472562,0.0005444292,0.0003349524,0.0003207999,0.0004989238,0.0004351373,0.000264607,0.2091979],"category_scores_gemma":[0.00006939469,0.0002926096,0.0001671401,0.00008054326,0.000100824,0.0009263147,0.0001258547,0.0001902344,0.7189187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002240241,"about_ca_system_score_gemma":0.0002867433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007434996,"about_ca_topic_score_gemma":0.000001753742,"domain_scores_codex":[0.9981647,0.000005439944,0.001017424,0.0004993614,0.00005316924,0.0002599599],"domain_scores_gemma":[0.9964017,0.00001222348,0.002223658,0.001141213,0.0001267291,0.00009451686],"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":[0.000001582693,0.00004002621,0.0006291184,0.00005028679,0.00008100342,0.000001066134,0.0001556728,0.000004439762,5.954364e-8,0.008702269,0.9897493,0.0005851439],"study_design_scores_gemma":[0.00009642341,0.000006577443,0.00419378,0.00002951337,0.00001228163,0.0000122385,0.0000722247,0.000001381615,0.000001765996,0.0008176191,0.9944258,0.0003303555],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007126082,0.002255975,0.00002310856,0.001160282,0.1275957,0.0002252764,0.0003866843,0.00002378848,0.8682579],"genre_scores_gemma":[0.001137929,0.0004930114,0.0001898605,0.0006933668,0.001736888,0.0001150191,0.001399566,0.00002145967,0.9942129],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5097209,"threshold_uncertainty_score":0.9999526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04107113743755907,"score_gpt":0.2758783245162622,"score_spread":0.2348071870787031,"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."}}