{"id":"W4253145536","doi":"10.1108/978-1-80071-130-320211011","title":"Index","year":2021,"lang":"en","type":"paratext","venue":"","topic":"Impact of Education Environments","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Commonwealth; Context (archaeology); Political science; Bishops; Agency (philosophy); Management; Library science; Sociology; Public administration; Social science; Law; Geography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001515758,0.00008391102,0.0001156111,0.00004440036,0.0001903061,0.00008457264,0.0002031699,0.0002471216,0.426639],"category_scores_gemma":[0.00009534896,0.00008723094,0.00004993804,0.0001146311,0.000114869,0.00007059373,0.00003379484,0.000151986,0.05436128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002253493,"about_ca_system_score_gemma":0.000816259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002377509,"about_ca_topic_score_gemma":0.0003982695,"domain_scores_codex":[0.9990569,0.0001110005,0.00009621266,0.000157724,0.0003577496,0.0002203595],"domain_scores_gemma":[0.9995798,0.00004502607,0.00006017266,0.0001769482,0.00002298463,0.0001150156],"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":[2.286958e-7,0.00002648793,0.0001511571,0.000002479684,0.000009988681,4.059245e-7,0.001657284,0.000002383432,0.00000123018,0.0003792941,0.9969234,0.0008456868],"study_design_scores_gemma":[0.00002908236,0.000002120738,0.0007822394,0.00001013501,0.000003509767,9.659666e-8,0.002760027,1.47724e-7,0.00001108811,0.00003147789,0.9962653,0.0001048065],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000316038,0.0003934901,0.0001069872,0.002478395,0.005017329,0.00009253615,0.000005969439,0.0000120102,0.9915773],"genre_scores_gemma":[0.0189668,0.0007428334,0.00008632151,0.0009877544,0.001170742,0.000008265962,0.0000741945,0.00001228613,0.9779508],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3722777,"threshold_uncertainty_score":0.946375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0317601356391834,"score_gpt":0.370480430605662,"score_spread":0.3387202949664787,"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."}}