{"id":"W2513335766","doi":"10.7748/ns.17.21.22.s38","title":"Good news","year":2003,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Navy","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":[0.001211729,0.000103404,0.0001521171,0.0001023565,0.0008815372,0.00002952356,0.0001276178,0.000123574,0.003901635],"category_scores_gemma":[0.00128966,0.00009861973,0.00003825368,0.0003021372,0.0000905289,0.0002164727,0.00001255442,0.0006485466,0.001451899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001011666,"about_ca_system_score_gemma":0.001370804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009734264,"about_ca_topic_score_gemma":0.00002564447,"domain_scores_codex":[0.9977401,0.0006893665,0.0002753438,0.0002371614,0.0004992011,0.0005588508],"domain_scores_gemma":[0.9988598,0.0002453108,0.0001047363,0.0003688188,0.0002306531,0.0001906317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003788361,0.0004327355,0.4828338,0.0001427663,0.00003903313,0.0000118768,0.02111803,0.000002693197,0.0006580023,0.1240459,0.243182,0.1271544],"study_design_scores_gemma":[0.0008443797,0.00009174408,0.03378014,0.0002083102,0.00001725402,0.000008112361,0.01950324,0.000003372055,0.0003216839,0.008457944,0.9366247,0.0001390956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1567199,0.0005088242,0.001261882,0.006393486,0.003565157,0.0006201647,0.00002695121,0.0001299819,0.8307737],"genre_scores_gemma":[0.9426402,0.0001022276,0.002830713,0.001613971,0.0004939903,0.0000974972,0.00002142673,0.00007653914,0.0521234],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7859204,"threshold_uncertainty_score":0.9993256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08665832410187449,"score_gpt":0.5371431351643391,"score_spread":0.4504848110624646,"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."}}