{"id":"W4407605853","doi":"10.70266/9783886177349","title":"10.70266/9783886177349","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":"Philosophy","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":[0.0005483801,0.0001773922,0.0002655161,0.0002072146,0.0002908251,0.00009048565,0.000608516,0.0004656232,0.9923013],"category_scores_gemma":[0.000326505,0.0001828282,0.00009976649,0.0001944079,0.0002415177,0.00005998362,0.0000630936,0.0002631187,0.9780447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002146371,"about_ca_system_score_gemma":0.0007930165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009475931,"about_ca_topic_score_gemma":3.842351e-7,"domain_scores_codex":[0.9987654,0.0001077906,0.0001899518,0.0003025183,0.0003354352,0.0002988686],"domain_scores_gemma":[0.9991013,0.0002054552,0.00008717731,0.000391369,0.00008227148,0.0001324724],"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":[0.000002693402,0.000009117873,1.760527e-8,0.000003505606,0.000008356788,0.000001172575,0.00009007494,2.966995e-7,2.337639e-7,0.001281724,0.6853575,0.3132453],"study_design_scores_gemma":[0.00002924194,0.00003561317,8.519164e-7,0.00003865222,0.00002008764,3.838186e-7,0.00002324915,2.255077e-7,0.000002119032,0.003959433,0.995662,0.0002281746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.823895e-7,0.0002755372,9.227055e-7,0.001499939,0.00002012057,0.0002913993,0.00002142758,0.0005073448,0.9973824],"genre_scores_gemma":[1.29834e-7,0.00001101797,0.001824094,0.0000846332,0.0005909365,0.00003321991,0.00002418933,0.00003158151,0.9974002],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3130172,"threshold_uncertainty_score":0.7455516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02611327895455416,"score_gpt":0.300860046288385,"score_spread":0.2747467673338309,"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."}}