{"id":"W4407276008","doi":"10.70266/9783886177264","title":"10.70266/9783886177264","year":2000,"lang":"en","type":"book","venue":"Time to knit","topic":"Medical and Health Sciences Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer 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":[0.0004795972,0.0002365298,0.0005934356,0.000309236,0.000100767,0.00002445128,0.0003509301,0.0003625071,0.9989361],"category_scores_gemma":[0.0001441888,0.0001800415,0.0001273158,0.0002161017,0.000186846,0.00002833743,0.0001042877,0.0007654404,0.99639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001999079,"about_ca_system_score_gemma":0.001995686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000161289,"about_ca_topic_score_gemma":2.033874e-8,"domain_scores_codex":[0.9971256,0.0000314795,0.0003722257,0.0004897361,0.001341399,0.0006395358],"domain_scores_gemma":[0.9978033,0.0001174737,0.00005138677,0.0005040211,0.0001163937,0.00140743],"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":[0.0001252545,0.0000316478,4.243732e-8,0.0001759966,0.0000123576,0.00007931524,0.00000628893,2.420273e-7,0.000001229466,0.000003325034,0.7636443,0.2359199],"study_design_scores_gemma":[0.0003364935,0.0007895976,0.000009774039,0.0004480523,0.00003518699,0.00004439915,2.301751e-7,0.00007030743,0.000001316455,0.00004027987,0.9980502,0.0001742209],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001630352,0.0004373227,2.974369e-7,0.002320284,0.000008917846,0.0007191827,0.00002976475,0.00009144623,0.9963912],"genre_scores_gemma":[9.8155e-8,0.00001412324,0.0000857266,0.00102515,0.001168414,0.00003481991,0.0001450995,0.00004075592,0.9974858],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2357457,"threshold_uncertainty_score":0.734188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03049720515603682,"score_gpt":0.3058422622363772,"score_spread":0.2753450570803404,"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."}}