{"id":"W4392422200","doi":"10.5771/9781538165911-i","title":"Preface","year":2022,"lang":"en","type":"book-chapter","venue":"Rowman & Littlefield Publishers eBooks","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005271151,0.0003414841,0.0003806389,0.0001943772,0.0008274755,0.0006889823,0.001014723,0.0005839278,0.02339055],"category_scores_gemma":[0.0001799464,0.0004174582,0.0003210869,0.00004141623,0.0004816747,0.0003820269,0.00020523,0.001115231,0.0001447055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005237117,"about_ca_system_score_gemma":0.001320087,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05652691,"about_ca_topic_score_gemma":0.05054334,"domain_scores_codex":[0.9974101,0.0000786638,0.000357077,0.0005796626,0.0009065907,0.0006679755],"domain_scores_gemma":[0.9983148,0.0001735843,0.0003099935,0.0006687651,0.00008554346,0.0004473028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005366034,0.000002144472,0.000001861443,0.00001003226,0.00003222757,0.00002164433,0.002389488,3.618066e-7,3.465473e-7,0.5619837,0.4307796,0.004773179],"study_design_scores_gemma":[0.0001272652,0.00003392792,0.00001102853,0.00003401726,0.0000347678,0.00000229179,0.0002074786,3.173147e-7,0.00000240538,0.07433708,0.924786,0.0004234092],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001761012,0.0003861545,0.000003032375,0.01375293,0.0011742,0.0004113827,0.0002131693,0.0001510054,0.9838905],"genre_scores_gemma":[0.00330106,0.00003962585,0.0000281518,0.007723829,0.001421088,0.0000411878,0.00003283812,0.00007448779,0.9873377],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4940064,"threshold_uncertainty_score":0.9998277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02605568525972735,"score_gpt":0.2525809669083196,"score_spread":0.2265252816485923,"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."}}