{"id":"W4407276213","doi":"10.70266/9783886177691","title":"10.70266/9783886177691","year":2000,"lang":"en","type":"book","venue":"Time to knit","topic":"Sociology and Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003411876,0.0001628029,0.0002801396,0.00009356723,0.0006430895,0.00002951893,0.0002958144,0.0004023267,0.9950994],"category_scores_gemma":[0.0001498171,0.0001712818,0.00009940891,0.00009425071,0.0004443258,0.00004447403,0.00004183476,0.0002177802,0.9948385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002081182,"about_ca_system_score_gemma":0.0007392776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007009341,"about_ca_topic_score_gemma":1.021342e-7,"domain_scores_codex":[0.9989235,0.0001112847,0.0001634854,0.0002597959,0.0002232996,0.0003186457],"domain_scores_gemma":[0.9992431,0.000266008,0.00006655576,0.0001944092,0.00009005461,0.0001398973],"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":[0.000008929676,0.00001201732,1.792479e-7,0.000002911105,0.00004361799,0.000001147124,0.001712531,3.534384e-7,2.464774e-8,0.0001843222,0.9770222,0.02101175],"study_design_scores_gemma":[0.00004014294,0.00002505057,0.00001392508,0.00002133283,0.00003614885,3.270977e-7,0.00006276305,4.298393e-8,7.100954e-8,0.0006822062,0.9989212,0.0001968014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002657635,0.0006077566,4.859358e-8,0.001097037,0.00004164009,0.0002205101,0.00001926862,0.000152321,0.9978588],"genre_scores_gemma":[0.000001042693,0.00001649033,0.00001644599,0.0002529561,0.001564451,0.00004153222,0.0000418591,0.00002112201,0.9980441],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02189897,"threshold_uncertainty_score":0.698467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02536985023921818,"score_gpt":0.2836135092777999,"score_spread":0.2582436590385817,"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."}}