{"id":"W4206384565","doi":"10.18733/cpi29597","title":"Contributor Biographies","year":2021,"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 Ottawa","funders":"","keywords":"Geography","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":[0.002859843,0.0008200869,0.0009187033,0.006334472,0.002853043,0.004181189,0.001605961,0.001962162,0.4422961],"category_scores_gemma":[0.03929551,0.0004730692,0.0004676525,0.008006792,0.0005425478,0.003858213,0.002739928,0.004418183,0.2846031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002563053,"about_ca_system_score_gemma":0.006378364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007365634,"about_ca_topic_score_gemma":0.01147029,"domain_scores_codex":[0.9971419,0.0002707696,0.0001628656,0.0004425383,0.0017398,0.0002421104],"domain_scores_gemma":[0.9645304,0.00338949,0.001282902,0.001957369,0.02575135,0.003088406],"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":[0.000003883321,0.000004481259,0.00006013931,0.00003909535,9.493959e-7,0.00001593386,0.00004981812,0.00001355061,0.00003669881,0.0006779462,0.9872997,0.01179774],"study_design_scores_gemma":[0.000002314981,0.000002615207,0.0001707805,0.00007966497,0.000002676589,0.00005395966,0.00007026896,0.00003754486,0.00005911408,0.0004365626,0.9990798,0.000004657018],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001240659,0.008999385,0.005523222,0.08248294,0.1604974,0.0008441298,0.02925098,0.002201508,0.7089598],"genre_scores_gemma":[0.00759002,0.007885593,0.003217773,0.009350015,0.02277542,0.0006267334,0.01254038,0.002022313,0.9339919],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5577039,"threshold_uncertainty_score":0.7954968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6336866966478716,"score_gpt":0.383717897699855,"score_spread":0.2499687989480165,"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."}}