{"id":"W4411657813","doi":"10.51847/voxvyec","title":"10.51847/vOXVyeC","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; Engineering ethics; Medical education; Pedagogy; Mathematics education; Psychology; Engineering; Medicine","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":[0.0006798098,0.0008985033,0.00038486,0.001738056,0.0005903564,0.002303151,0.0007663227,0.001867617,0.9349465],"category_scores_gemma":[0.001144397,0.0003147253,0.0003202409,0.0008387847,0.0006083301,0.00200883,0.00234437,0.0009990756,0.9301011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003407648,"about_ca_system_score_gemma":0.0003930567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007278326,"about_ca_topic_score_gemma":0.0006228473,"domain_scores_codex":[0.999593,0.00006359266,0.00003238052,0.000112306,0.0001318719,0.00006682515],"domain_scores_gemma":[0.999157,0.0002153204,0.00005257249,0.0001622123,0.000146401,0.000266591],"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":[0.000169415,0.0001562124,0.001281116,0.000275749,0.00001514762,0.0002709527,0.0001372655,0.0002763073,0.003249669,0.00924709,0.2048614,0.7800598],"study_design_scores_gemma":[0.00003166048,0.00007083827,0.000847173,0.0001491312,0.000006698923,0.0004954413,0.0001018868,0.0003068427,0.0007841083,0.001406059,0.9957889,0.00001118446],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001948002,0.0006214913,0.004197529,0.0005063933,0.0005071802,0.00007640789,0.0005868265,0.003345176,0.988211],"genre_scores_gemma":[0.005153688,0.0002473716,0.001432624,0.0003869349,0.00009299917,0.00004573349,0.0005506796,0.0007260165,0.9913639],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06505352,"threshold_uncertainty_score":0.09279096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.014731375871751,"score_gpt":0.2164283956744662,"score_spread":0.2016970198027152,"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."}}