{"id":"W4411657781","doi":"10.51847/ra86ner","title":"10.51847/RA86NeR","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Computer science; Mathematics education; Chemistry; Psychology; 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":[0.0004659498,0.00006165573,0.00007652845,0.00004282902,0.0003135355,0.00005826367,0.0001777823,0.00005283617,0.9969463],"category_scores_gemma":[0.00007337594,0.00005990867,0.00003422421,0.0002686606,0.00004754952,0.0001080433,0.0000139683,0.00007692142,0.9821234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002850206,"about_ca_system_score_gemma":0.00008657473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006950098,"about_ca_topic_score_gemma":0.000002976353,"domain_scores_codex":[0.9991858,0.0001316912,0.00008191729,0.0001374512,0.0001910895,0.000272026],"domain_scores_gemma":[0.9996658,0.00005775031,0.00001482139,0.0001080403,0.00002750831,0.0001260847],"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":[0.00001935438,0.000012246,0.000001190273,7.612053e-7,0.000003050188,0.000001745562,0.00047784,0.00002896223,0.00001316487,0.0000183975,0.02114127,0.978282],"study_design_scores_gemma":[0.00008851541,0.00004637863,0.00002920527,0.000005938078,0.000002532108,3.087353e-7,0.000009032518,0.00001223108,0.000007007046,0.00001004255,0.9996921,0.00009670308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0010162,0.00006651213,4.05259e-7,0.001042925,0.000002724493,0.0001296198,0.000001724442,0.0001486042,0.9975913],"genre_scores_gemma":[0.001441284,0.000001567833,0.0001123468,0.000170218,0.0002014748,0.00001076735,0.00000273161,0.000008893449,0.9980507],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9785509,"threshold_uncertainty_score":0.2443005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01047160511691506,"score_gpt":0.234167512573474,"score_spread":0.223695907456559,"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."}}