{"id":"W7106813653","doi":"10.14288/cjur.v6i1","title":"Canadian Journal of Undergraduate Research, Vol. 6 No. 1 (2021)","year":2021,"lang":"en","type":"article","venue":"Open Collections","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Focus (optics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005258028,0.000542567,0.0008062946,0.005482389,0.004613779,0.007245693,0.001589909,0.002876346,0.3036619],"category_scores_gemma":[0.01394958,0.0006695457,0.0005149721,0.005392557,0.002508981,0.001392258,0.002465998,0.002142754,0.07159193],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02187851,"about_ca_system_score_gemma":0.09656114,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7633427,"about_ca_topic_score_gemma":0.8812919,"domain_scores_codex":[0.9926913,0.0004675279,0.0002800841,0.000349811,0.00509552,0.001115697],"domain_scores_gemma":[0.9773361,0.001347515,0.0004133451,0.0009423841,0.01306196,0.006898569],"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":[0.00004587302,0.00005341967,0.002174119,0.0003252676,0.0000110004,0.00008835334,0.0001506933,0.00007509809,0.0004753569,0.005490483,0.91772,0.07339034],"study_design_scores_gemma":[0.000009852009,0.00001317148,0.009932201,0.000203427,0.000006479431,0.00008319108,0.0003702817,0.00009146552,0.0001429847,0.0007399373,0.9883937,0.00001327461],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01091093,0.05476325,0.001421549,0.1001575,0.03788851,0.0005607641,0.01194898,0.001009694,0.7813389],"genre_scores_gemma":[0.03774331,0.0228338,0.002167342,0.009243655,0.002511549,0.000100581,0.004563131,0.0002495013,0.9205871],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9781215,"threshold_uncertainty_score":0.9932418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1095351689004033,"score_gpt":0.4198332393012943,"score_spread":0.310298070400891,"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."}}