{"id":"W4411657948","doi":"10.51847/zbgbvag","title":"10.51847/zBgBvaG","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Psychology; Mathematics education; Human–computer interaction; Data science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006583447,0.001623578,0.0009733342,0.002611913,0.0014724,0.003628968,0.001280742,0.003874108,0.9677445],"category_scores_gemma":[0.001308306,0.0004766029,0.0005337478,0.002129177,0.001006668,0.002892353,0.002427646,0.00153549,0.9797528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000972625,"about_ca_system_score_gemma":0.0006074833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003965407,"about_ca_topic_score_gemma":0.002620623,"domain_scores_codex":[0.9995018,0.00004017133,0.00003445441,0.0001880097,0.0001401811,0.00009528066],"domain_scores_gemma":[0.998991,0.0002408566,0.0000528223,0.000158026,0.0003216918,0.0002356261],"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":[0.0002223759,0.0002043238,0.001185588,0.0003165933,0.0000184956,0.0002756374,0.0001443443,0.0003080082,0.002423117,0.007580405,0.2526758,0.7346453],"study_design_scores_gemma":[0.00006445825,0.00007534991,0.001359229,0.0002939441,0.00001647526,0.0004296169,0.0001862838,0.0004080004,0.000643911,0.002058342,0.9944426,0.00002177403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001704152,0.0008399187,0.00195329,0.0009902086,0.0007241809,0.0001030363,0.00114153,0.001968543,0.9905752],"genre_scores_gemma":[0.004451038,0.0003817707,0.001041144,0.000548046,0.00008110071,0.00006811621,0.0009454726,0.0003654912,0.9921178],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03225547,"threshold_uncertainty_score":0.04600853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476149875027294,"score_gpt":0.2166177749354387,"score_spread":0.2018562761851657,"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."}}