{"id":"W4384834762","doi":"10.1515/9780228018438-001","title":"Preface","year":2023,"lang":"en","type":"book-chapter","venue":"Canada","topic":"Political Systems and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials 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":[0.001169133,0.0007555636,0.0005948387,0.002001862,0.006176957,0.004906928,0.001619219,0.001712649,0.4182688],"category_scores_gemma":[0.006781226,0.0003801461,0.0004470428,0.002456694,0.001203989,0.002875992,0.002204994,0.003778896,0.2283223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007740635,"about_ca_system_score_gemma":0.007826542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08618071,"about_ca_topic_score_gemma":0.1144251,"domain_scores_codex":[0.9988825,0.0001014674,0.00004429331,0.0002131536,0.000586623,0.000172021],"domain_scores_gemma":[0.9954281,0.0003970556,0.00009471321,0.0002756139,0.003125921,0.0006786147],"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":[0.000006148925,0.000004588327,0.00006205086,0.00002970624,5.083896e-7,0.00002030678,0.00008953509,0.00001229896,0.00003276468,0.002633315,0.9865285,0.01058023],"study_design_scores_gemma":[8.891427e-7,0.000002180968,0.0001570576,0.00004613639,3.542251e-7,0.00001758678,0.00008495781,0.000006020623,0.00001462146,0.0003489435,0.9993196,0.000001848473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008692628,0.007958894,0.001951621,0.04541625,0.08038478,0.0003325896,0.009805986,0.0009848056,0.8522958],"genre_scores_gemma":[0.004079082,0.003807189,0.0007545124,0.007779177,0.008029146,0.0001362019,0.005356986,0.000487378,0.9695703],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5817312,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02894271172535456,"score_gpt":0.248880791710047,"score_spread":0.2199380799846924,"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."}}