{"id":"W4392108797","doi":"10.15173/m.v1i40.3251","title":"Dr. Stacey Ritz","year":2022,"lang":"en","type":"article","venue":"The Meducator","topic":"Medical History and Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ritz method; Mathematics","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005293424,0.00004766688,0.00006374571,0.00003332265,0.001416698,0.00002682526,0.0003331659,0.00000641739,0.1185576],"category_scores_gemma":[0.00004033412,0.00002787053,0.00004073295,0.0000289754,0.0003533116,0.00002509177,0.0001116336,0.0003009958,0.0005243664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005412056,"about_ca_system_score_gemma":0.0001395358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001284569,"about_ca_topic_score_gemma":0.00005197175,"domain_scores_codex":[0.9991577,0.000162483,0.00008022595,0.00008937606,0.0003361909,0.0001739997],"domain_scores_gemma":[0.9995822,0.0001014046,0.00001984807,0.0002025678,0.00001748443,0.00007654238],"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":[0.00001595711,0.0001058359,0.00001046742,0.000009650494,0.000012614,0.00000466523,0.0709506,6.677033e-7,0.00003435126,0.2195755,0.7077827,0.00149694],"study_design_scores_gemma":[0.00006997207,0.00004544895,0.00001585815,0.000001497496,0.000004839846,0.000002636833,0.02065338,0.000005652019,0.00001903427,0.001585344,0.9775508,0.00004552338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4044213,0.002176492,0.000001929962,0.04131074,0.006440736,0.0003012915,0.0000501243,0.00009070866,0.5452067],"genre_scores_gemma":[0.6267874,0.000006474079,0.000002368888,0.001292827,0.0009603987,0.00008751933,0.000005393363,0.000008807176,0.3708488],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2697681,"threshold_uncertainty_score":0.9998833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07366125745046873,"score_gpt":0.283523270638897,"score_spread":0.2098620131884283,"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."}}