{"id":"W4399812696","doi":"10.31234/osf.io/exvgk","title":"WITHDRAWN","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Child Development and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.0002673132,0.0000541196,0.00005671968,0.00005230211,0.0001173565,0.0002242797,0.0001307669,0.0001148447,0.001735615],"category_scores_gemma":[0.00003537459,0.0000481331,0.00003628233,0.00008238183,0.00004831043,0.00001541496,0.0002302203,0.0002023541,0.001209305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001002878,"about_ca_system_score_gemma":0.001098026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002700865,"about_ca_topic_score_gemma":0.002482279,"domain_scores_codex":[0.9994686,0.00002019132,0.00007303914,0.0001591029,0.0001740963,0.000104987],"domain_scores_gemma":[0.9998034,0.00001591416,0.00001709416,0.00008895506,0.00002980416,0.00004479797],"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":[9.781085e-7,0.00001837288,0.001435928,0.00005040497,0.00002897102,0.000001436321,0.08189457,0.00000203011,0.000001254532,0.3548458,0.5406342,0.02108605],"study_design_scores_gemma":[0.00001109064,9.06021e-7,0.001686521,0.00005579766,0.00001082259,7.13675e-8,0.002583218,0.000005213376,0.00001288955,0.3356141,0.6598917,0.0001277763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04853739,0.0002649092,0.00002103112,0.01743772,0.004798193,0.0001296754,7.404593e-7,0.0002024018,0.9286079],"genre_scores_gemma":[0.7414449,0.000122573,0.00096455,0.0002398835,0.001286149,0.00001666082,0.00001636935,0.000007176119,0.2559017],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6929076,"threshold_uncertainty_score":0.9995683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03185632272860627,"score_gpt":0.3678876877883392,"score_spread":0.336031365059733,"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."}}