{"id":"W4395453100","doi":"10.4324/9781003260677-1","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer 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":["insufficient_payload"],"category_scores_codex":[0.0005303331,0.0008261368,0.0007008861,0.00137658,0.001808216,0.005454104,0.001683759,0.00213974,0.4923502],"category_scores_gemma":[0.002470324,0.0003375368,0.0005049548,0.001549424,0.0007830936,0.003612356,0.002518149,0.002255662,0.3015854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001913715,"about_ca_system_score_gemma":0.001769096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002558032,"about_ca_topic_score_gemma":0.003337156,"domain_scores_codex":[0.99907,0.00009520888,0.00004141568,0.000226207,0.000470423,0.00009671577],"domain_scores_gemma":[0.9993123,0.0001408766,0.00003410233,0.00007136247,0.0003230535,0.0001183568],"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":[0.0000258924,0.00003703274,0.0001716975,0.0002850347,0.000002903185,0.0001170106,0.000530126,0.000125009,0.0003259032,0.04105261,0.8251078,0.1322189],"study_design_scores_gemma":[0.000001072879,0.000004558303,0.00006677394,0.00008064305,5.666895e-7,0.00005308913,0.00006482984,0.00001075365,0.00002968616,0.001661881,0.9980241,0.000002061406],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007841985,0.008920445,0.003559548,0.006806792,0.008751762,0.0001413548,0.002554812,0.0009387408,0.9675423],"genre_scores_gemma":[0.002920492,0.004963581,0.001992116,0.002357933,0.001349153,0.00008114541,0.00234592,0.0004036392,0.9835861],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5076498,"threshold_uncertainty_score":0.7241008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06391747220731996,"score_gpt":0.3962502791873945,"score_spread":0.3323328069800745,"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."}}