{"id":"W4388285332","doi":"10.12968/nuwa.2023.11.51","title":"All on board","year":2023,"lang":"en","type":"article","venue":"Nursery World","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Point (geometry); Psychology; Focal point; Public relations; Sociology; Political science; Cardinal point; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001875879,0.00003545406,0.00003934067,0.0001801653,0.000154854,0.0000234503,0.000111982,0.00004305816,0.0006549618],"category_scores_gemma":[0.0001172972,0.00003380011,0.00002290039,0.0006155117,0.00008713272,0.00005170831,0.000004253424,0.0000966825,0.003601234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004774691,"about_ca_system_score_gemma":0.00004432968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002668218,"about_ca_topic_score_gemma":0.005841458,"domain_scores_codex":[0.9995393,0.0000365934,0.00005731291,0.00009164914,0.0001283634,0.0001468108],"domain_scores_gemma":[0.9997496,0.0000657437,0.00001992316,0.0001041821,0.00002413572,0.00003639718],"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":[0.000002230641,0.00002253368,0.006516892,4.445706e-7,0.000003556748,0.000001163346,0.002387536,9.644931e-7,0.00003815235,0.4257557,0.5542958,0.01097506],"study_design_scores_gemma":[0.00003900376,0.000008294125,0.01183362,0.000005942647,0.000002329256,3.826608e-8,0.0044621,0.000005823769,0.0003627538,0.009313201,0.973922,0.00004488913],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2350707,0.000006335628,0.000002741392,0.1373831,0.001722858,0.00009179507,9.734247e-7,0.0007462926,0.6249751],"genre_scores_gemma":[0.8447903,0.00001578994,0.00003822859,0.002474535,0.0001581942,0.00001827258,0.000006927191,0.000004319476,0.1524935],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6097196,"threshold_uncertainty_score":0.9971746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05524801896291755,"score_gpt":0.3852321893686891,"score_spread":0.3299841704057715,"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."}}