{"id":"W4384197024","doi":"10.3138/9781487554286-002","title":"Acknowledgments","year":2023,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002433575,0.0006381104,0.0005746465,0.00131673,0.002913696,0.00388812,0.001524552,0.001193239,0.1808744],"category_scores_gemma":[0.01482964,0.0002731632,0.0003357939,0.001099868,0.001044552,0.00268096,0.003896283,0.003619442,0.1350692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003971559,"about_ca_system_score_gemma":0.004207307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006118708,"about_ca_topic_score_gemma":0.01169134,"domain_scores_codex":[0.9971464,0.0006003147,0.0001055897,0.000402177,0.00154071,0.0002048999],"domain_scores_gemma":[0.9865534,0.001465322,0.0004621265,0.0006367619,0.00858645,0.002295999],"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":[0.00001313358,0.000007365249,0.0002166823,0.00006790808,0.000001784282,0.0001194306,0.001370084,0.00003104999,0.0001371051,0.007271671,0.9705054,0.0202584],"study_design_scores_gemma":[0.000001779765,0.000002824309,0.0001556029,0.00008686853,0.000001007025,0.000101969,0.0007143342,0.0000148504,0.00003442761,0.0007547222,0.9981284,0.000003164258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005715689,0.009858363,0.01003529,0.2190986,0.09316421,0.0006938074,0.0111258,0.001976476,0.6483318],"genre_scores_gemma":[0.01888426,0.003174755,0.006001349,0.03294254,0.007724585,0.000425888,0.003884136,0.001414504,0.925548],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8191256,"threshold_uncertainty_score":0.6050853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08015932655586486,"score_gpt":0.2967788031093724,"score_spread":0.2166194765535076,"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."}}