{"id":"W4411391136","doi":"10.53762/a1zsy898","title":"10.53762/a1zsy898","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Education and Vocational Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002680368,0.00003590095,0.00004222323,0.00002927628,0.0002157249,0.00003818156,0.000121089,0.00002142016,0.9964095],"category_scores_gemma":[0.00009107796,0.00003860504,0.00001943799,0.0001942437,0.00004336876,0.00007139231,0.000004409992,0.00003286505,0.9759812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000298332,"about_ca_system_score_gemma":0.000115795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001308676,"about_ca_topic_score_gemma":0.000002521087,"domain_scores_codex":[0.9995071,0.00004580697,0.00006764914,0.00008932973,0.0001549255,0.0001352136],"domain_scores_gemma":[0.9996952,0.00006709907,0.00001070431,0.0000727057,0.00004077715,0.0001135455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005830022,0.00003267089,0.00000193344,7.377116e-7,0.000003675702,2.939499e-7,0.002079914,0.00001261782,0.000004972554,0.0007024431,0.1803139,0.816841],"study_design_scores_gemma":[0.00003613547,0.00001073186,0.000224491,0.000003967331,0.00000178605,2.202771e-7,0.0001032293,0.000006798911,0.000002237267,0.00004901384,0.9995063,0.00005507995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001121424,0.00001159669,3.059973e-7,0.005366663,0.000005036866,0.00006945409,0.000001582879,0.00007113865,0.9933528],"genre_scores_gemma":[0.003620664,4.420651e-7,0.0001763264,0.0002954962,0.0002856744,0.00001010939,0.000004835454,0.000004725852,0.9956017],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8191924,"threshold_uncertainty_score":0.1659203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03421755664622086,"score_gpt":0.3047236698230942,"score_spread":0.2705061131768734,"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."}}