{"id":"W7139132665","doi":"10.25416/ntr.16923925.v1","title":"Together. An OER Book by the GOGN Picture Book Team","year":2021,"lang":"","type":"other","venue":"Edge Hill University","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adventure; Picture books; Principal (computer security); Metropolitan area; Open education; Open university","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0009725684,0.001984298,0.001558737,0.0005153234,0.001956684,0.00026576,0.003820242,0.002524935,0.2546123],"category_scores_gemma":[0.0001074116,0.00185649,0.001123571,0.001238746,0.002051682,0.0008770554,0.001577342,0.003412606,0.01603262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002794157,"about_ca_system_score_gemma":0.001416518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005768056,"about_ca_topic_score_gemma":0.0009446183,"domain_scores_codex":[0.9899268,0.003726961,0.0005235997,0.002835074,0.001268567,0.001719002],"domain_scores_gemma":[0.9928503,0.0002851167,0.001082522,0.004137235,0.0005269579,0.001117873],"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":[0.0002930614,0.000851374,0.0002959494,0.0001022424,0.001210882,0.000557601,0.004445193,0.00001523377,0.0009856679,0.0005506455,0.9896459,0.001046275],"study_design_scores_gemma":[0.002259754,0.0002248878,0.0002492511,0.0003974352,0.001164377,0.00007961207,0.005553966,0.00008626072,0.0002611474,0.00002219021,0.9875885,0.002112597],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004677184,0.04837033,0.0001859037,0.0009221024,0.00231048,0.002060987,0.003495927,0.0005079697,0.9416786],"genre_scores_gemma":[0.0008027572,0.002169066,0.000107272,0.003511188,0.001780984,0.000002036512,0.001385316,0.001375779,0.9888656],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2385796,"threshold_uncertainty_score":0.9993426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009896052900144166,"score_gpt":0.2045360704747513,"score_spread":0.1946400175746071,"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."}}