{"id":"W4213253004","doi":"10.4324/9781003127413-4","title":"A national approach","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":1,"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":[],"consensus_categories":[],"category_scores_codex":[0.001461773,0.0003118841,0.0002634944,0.0008113013,0.004103831,0.006048485,0.001089437,0.002487322,0.1015021],"category_scores_gemma":[0.001883949,0.0001650856,0.0003181433,0.001278978,0.002048425,0.003970908,0.005080796,0.002960657,0.030863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005872341,"about_ca_system_score_gemma":0.008554698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01105321,"about_ca_topic_score_gemma":0.01907763,"domain_scores_codex":[0.9985942,0.0003614701,0.00005599591,0.0002987689,0.0003850542,0.0003045254],"domain_scores_gemma":[0.999423,0.00006890466,0.00002289741,0.00007896861,0.0002125092,0.00019369],"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":[0.00001819661,0.00004329861,0.0004001224,0.0001487596,0.000003568641,0.0001166532,0.0034948,0.0001008538,0.0002085268,0.6166487,0.2754531,0.1033634],"study_design_scores_gemma":[6.9649e-7,0.000003589687,0.0001318688,0.00005087487,4.372954e-7,0.00002991618,0.000545526,0.00001084693,0.00001858821,0.003508133,0.9956982,0.000001371927],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001124359,0.001817227,0.001324449,0.008046092,0.001829184,0.00004549255,0.0001471988,0.00006742858,0.9855985],"genre_scores_gemma":[0.02474692,0.002795886,0.003048387,0.0073699,0.0003409114,0.0001542754,0.0003480086,0.0001425176,0.9610531],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1015021,"threshold_uncertainty_score":0.3395584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1196897307626932,"score_gpt":0.237703704402854,"score_spread":0.1180139736401608,"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."}}