{"id":"W4407276288","doi":"10.70266/9783886177677","title":"10.70266/9783886177677","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":[0.0003423517,0.0001628592,0.000280267,0.00009351681,0.0006444886,0.00002957752,0.0002958688,0.0004027003,0.9951512],"category_scores_gemma":[0.0001505222,0.0001713688,0.00009948784,0.00009432495,0.0004061295,0.0000444674,0.00004186037,0.0002185835,0.9948907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002084418,"about_ca_system_score_gemma":0.0007470673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007856828,"about_ca_topic_score_gemma":1.205935e-7,"domain_scores_codex":[0.9989223,0.0001113929,0.0001635912,0.0002601641,0.0002234335,0.0003190601],"domain_scores_gemma":[0.9992423,0.0002663825,0.00006657802,0.0001946737,0.00009010289,0.0001399805],"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":[0.000008970225,0.00001199655,2.021469e-7,0.000002905479,0.00004353871,0.000001144639,0.001791645,3.529817e-7,2.468687e-8,0.0001542469,0.9750159,0.02296911],"study_design_scores_gemma":[0.0000402375,0.00002517467,0.00001576237,0.00002131045,0.0000361655,3.239207e-7,0.00006496377,4.291618e-8,7.217548e-8,0.0006285389,0.9989705,0.0001968708],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002878287,0.0006355382,4.262323e-8,0.001172952,0.00004167669,0.0002205882,0.0000190894,0.0001526256,0.9977546],"genre_scores_gemma":[0.000001110082,0.00001725039,0.00001654583,0.0002530245,0.001569122,0.00004154081,0.000041242,0.00002110788,0.9980391],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02395467,"threshold_uncertainty_score":0.6988217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02515500147671613,"score_gpt":0.2830911960369812,"score_spread":0.2579361945602651,"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."}}