{"id":"W4236052249","doi":"10.1007/978-1-4939-7131-2_101265","title":"Statnet","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Probability and Statistical Research","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003522619,0.0001516181,0.0002513857,0.00004266642,0.00003979458,0.00002769274,0.0001929508,0.0002252432,0.09459424],"category_scores_gemma":[0.0008898522,0.0001173762,0.00007169646,0.000007467951,0.0002404634,0.00001939987,0.0001256212,0.0002925602,0.004560664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005109038,"about_ca_system_score_gemma":0.00008908516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003815093,"about_ca_topic_score_gemma":0.00006557115,"domain_scores_codex":[0.9989079,0.00001234072,0.0002260796,0.0002380534,0.000408471,0.0002071684],"domain_scores_gemma":[0.9982702,0.001002802,0.00003972152,0.0004194142,0.0001460322,0.0001218033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007876833,0.000008801855,9.776134e-8,0.00009627733,0.00002050055,0.00000817379,0.00002107686,1.301013e-9,3.437122e-7,0.7763922,0.2209496,0.002494994],"study_design_scores_gemma":[0.00003923896,0.00005869197,3.483985e-7,0.00002838811,0.000009836793,0.000001151783,0.000001352011,0.00001416825,0.000005153547,0.651359,0.3483929,0.00008979615],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003194745,0.0000209592,0.01644777,0.000125278,0.00004503495,0.0002003275,0.0001067638,0.00007194964,0.9829787],"genre_scores_gemma":[0.00002872578,0.00002440578,0.0326146,0.00006922599,0.000119934,0.000003833065,0.0000145775,0.00003193291,0.9670928],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1274433,"threshold_uncertainty_score":0.9962144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2330105804907688,"score_gpt":0.4155202685388796,"score_spread":0.1825096880481108,"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."}}