{"id":"W7106845329","doi":"10.14288/cjur.v5i2","title":"Canadian Journal of Undergraduate Research, Vol. 5 No. 2 (2020)","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)","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":[0.005495536,0.0006336932,0.0007829238,0.00567111,0.003461584,0.006238054,0.002025903,0.004065322,0.3410157],"category_scores_gemma":[0.0137149,0.0006375575,0.0007047447,0.004255728,0.001722736,0.001880708,0.002142388,0.002254302,0.09015603],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01764053,"about_ca_system_score_gemma":0.09305301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.685191,"about_ca_topic_score_gemma":0.8403216,"domain_scores_codex":[0.9944434,0.0003317021,0.0002269259,0.0002468129,0.003644437,0.001106692],"domain_scores_gemma":[0.9788698,0.001010145,0.0003360197,0.000497599,0.01129517,0.007991225],"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":[0.00003287197,0.00004114635,0.0009453486,0.0002368945,0.000006583127,0.00004181532,0.0000370025,0.00004632226,0.0002307728,0.002347992,0.9452375,0.05079588],"study_design_scores_gemma":[0.00001476028,0.00001481621,0.007433542,0.0002388898,0.000007605415,0.00006141724,0.0002194094,0.0001256184,0.000103389,0.0007673898,0.9909987,0.00001459709],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008788223,0.04921166,0.002202614,0.1497907,0.07656656,0.0008726942,0.0272784,0.00201787,0.6832713],"genre_scores_gemma":[0.03312659,0.02700498,0.005090401,0.02180748,0.00465143,0.0002410466,0.01313522,0.0003520999,0.8945907],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9823595,"threshold_uncertainty_score":0.9399611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09346151272307297,"score_gpt":0.41545438427571,"score_spread":0.321992871552637,"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."}}