{"id":"W4407275996","doi":"10.70266/9783886177424","title":"10.70266/9783886177424","year":2000,"lang":"en","type":"book","venue":"Time to knit","topic":"Education Methods and Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Humanities; Art","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":[0.0005475341,0.0001771016,0.0002636226,0.000207384,0.000285878,0.00009178743,0.0006032377,0.0004647083,0.9933481],"category_scores_gemma":[0.0003216689,0.0001820901,0.00009974756,0.0001938562,0.0002401873,0.00005899202,0.00006330594,0.0002645807,0.9784322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002140406,"about_ca_system_score_gemma":0.0007855779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009119837,"about_ca_topic_score_gemma":3.387319e-7,"domain_scores_codex":[0.998749,0.0001059804,0.0001891914,0.0003028206,0.0003377491,0.0003153279],"domain_scores_gemma":[0.9991073,0.0002063535,0.0000851182,0.0003885262,0.00008106836,0.0001316334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000257647,0.000008870279,1.601996e-8,0.000003535063,0.000008190848,0.000001134558,0.0001052966,2.812813e-7,2.229003e-7,0.0009774653,0.6723418,0.3265506],"study_design_scores_gemma":[0.00002860084,0.0000359953,7.728061e-7,0.00003991933,0.00002050662,3.88142e-7,0.00002346653,2.316614e-7,0.000002118573,0.003517412,0.9961031,0.0002274663],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.794776e-7,0.0002888164,9.104971e-7,0.00152949,0.00002117428,0.0002903166,0.00002176173,0.0005161362,0.9973305],"genre_scores_gemma":[9.87629e-8,0.0000140041,0.001812393,0.00008350593,0.0006061464,0.00003315807,0.00002402475,0.0000317761,0.9973949],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3263232,"threshold_uncertainty_score":0.7425417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02608672566181922,"score_gpt":0.3012499621893638,"score_spread":0.2751632365275446,"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."}}