{"id":"W4411656810","doi":"10.51847/dcjunvb1qw","title":"10.51847/DCJunvB1qw","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Educational Challenges and Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Computer science; Artificial intelligence; Programming language","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":[0.00008124784,0.00005805954,0.00005369735,0.00005679388,0.00007429202,0.0000573145,0.0004087191,0.00002136183,0.9486942],"category_scores_gemma":[0.00001004615,0.00005709159,0.00002050312,0.0003722853,0.000009353913,0.0001924305,0.00004137046,0.00004501286,0.9601807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001777016,"about_ca_system_score_gemma":0.00004119451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005356027,"about_ca_topic_score_gemma":5.215621e-8,"domain_scores_codex":[0.9994681,0.00001101034,0.0001002125,0.0001643016,0.0001234603,0.0001328387],"domain_scores_gemma":[0.9995257,0.00002732025,0.00001304394,0.0003028265,0.00006682459,0.00006432856],"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":[0.000001445936,0.00004366357,8.425113e-8,0.000001055459,0.000003509066,5.132286e-7,0.00004718086,0.00004621132,0.00001355569,0.002388998,0.07442375,0.92303],"study_design_scores_gemma":[0.00004021129,0.00004630944,0.0001706187,0.00000361188,8.320168e-7,0.000003705688,7.140202e-7,0.0007738259,0.000009430375,0.00009909952,0.9987735,0.00007810123],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000310172,0.00003725268,0.0001102468,0.008347807,0.000006080824,0.00005937057,0.000001771585,0.00009879661,0.9910285],"genre_scores_gemma":[0.0005072256,4.792952e-7,0.003572174,0.0003058038,0.0001137363,0.00001370601,0.000004531013,0.000004732883,0.9954776],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9243498,"threshold_uncertainty_score":0.2328127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611907988282128,"score_gpt":0.2199694901849765,"score_spread":0.2038504103021552,"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."}}