{"id":"W4411656946","doi":"10.51847/uhkysvcwgc","title":"10.51847/uhKYsvCWGC","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); State (computer science); Tertiary level; Medical education; Pedagogy; Mathematics education; Sociology; Psychology; Medicine; Computer 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":[0.0008336449,0.0008842646,0.0004819209,0.002206415,0.001283997,0.003162205,0.0007341841,0.002516003,0.9283929],"category_scores_gemma":[0.001768187,0.0002803523,0.0004532486,0.001921343,0.0008309765,0.002274782,0.002222938,0.001175752,0.9043249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001006533,"about_ca_system_score_gemma":0.001138548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006636358,"about_ca_topic_score_gemma":0.003754887,"domain_scores_codex":[0.9993913,0.00009518911,0.0000594343,0.0001414757,0.0001798072,0.0001328182],"domain_scores_gemma":[0.9985074,0.0003340301,0.00007163563,0.0002143928,0.0005354172,0.0003370142],"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":[0.0001878097,0.0003679468,0.004054584,0.0003190077,0.00001447385,0.0003467454,0.0003388987,0.0003153585,0.002433353,0.005028369,0.1684754,0.818118],"study_design_scores_gemma":[0.00008942091,0.0001700097,0.008123412,0.000555408,0.00002050093,0.001034028,0.000930163,0.001152546,0.001439197,0.00272862,0.9837119,0.00004486219],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007430932,0.000633787,0.002359091,0.001394309,0.0007783184,0.0001704459,0.001343343,0.001595033,0.9842947],"genre_scores_gemma":[0.01951311,0.0005160774,0.002637596,0.0006701691,0.0001231893,0.0001266848,0.001225536,0.0003131084,0.9748744],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07160705,"threshold_uncertainty_score":0.1021388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01483821968752084,"score_gpt":0.2914921394572192,"score_spread":0.2766539197696983,"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."}}