{"id":"W4233158131","doi":"10.18733/cpi29389","title":"Contributor Biographies","year":2018,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"History","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002778716,0.0007682,0.00101229,0.008621072,0.002976187,0.004704414,0.001982954,0.002404442,0.5183653],"category_scores_gemma":[0.04072498,0.0004360398,0.0005202685,0.006636274,0.0006270539,0.003691355,0.003009937,0.002954684,0.2833021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003434991,"about_ca_system_score_gemma":0.006525293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009489669,"about_ca_topic_score_gemma":0.01456941,"domain_scores_codex":[0.9975004,0.0002861774,0.000151561,0.0004101163,0.001450947,0.0002008046],"domain_scores_gemma":[0.9690269,0.003718955,0.001279633,0.002304267,0.02149651,0.002173703],"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":[0.000007623128,0.00001014423,0.00009420082,0.00009155848,0.000002129255,0.00004322405,0.0001202107,0.00002738006,0.00007272274,0.002128743,0.9772505,0.02015146],"study_design_scores_gemma":[0.000003876582,0.000003458738,0.0001811165,0.0001478298,0.000004726918,0.00004851926,0.0001179142,0.00004923171,0.00008580105,0.0008108229,0.9985414,0.000005285618],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001410557,0.008600715,0.004193156,0.06342952,0.1407468,0.0007088802,0.02242662,0.001765771,0.7567179],"genre_scores_gemma":[0.007968844,0.004095864,0.001429375,0.005831554,0.01286185,0.0005168153,0.007208017,0.0008331441,0.9592546],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4816347,"threshold_uncertainty_score":0.6869935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6372267851054967,"score_gpt":0.3921887329213514,"score_spread":0.2450380521841453,"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."}}