{"id":"W4252156214","doi":"10.5864/d2013-004","title":"Branch Updates","year":2013,"lang":"en","type":"article","venue":"Environmental Health Review","topic":"Public Health Policies and Education","field":"Health Professions","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":[0.001040724,0.0001608296,0.000408151,0.00003979498,0.0008100779,0.000005435269,0.0001738901,0.00008528532,0.02876579],"category_scores_gemma":[0.00005215849,0.0001317367,0.00006134055,0.0001350342,0.00004986734,0.0002242473,0.00008689958,0.0004499783,0.03013042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006139216,"about_ca_system_score_gemma":0.0003314601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002329915,"about_ca_topic_score_gemma":0.00002378694,"domain_scores_codex":[0.9970409,0.0006513552,0.0009149009,0.0002556428,0.0002256102,0.0009116505],"domain_scores_gemma":[0.9984975,0.00015371,0.0003444035,0.0004166866,0.0000102503,0.0005774682],"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":[7.130975e-7,0.00006902872,0.007185718,0.00596851,0.000004181599,7.471994e-8,0.0007000518,5.986586e-8,0.000009824592,0.0003639108,0.8499293,0.1357686],"study_design_scores_gemma":[0.0001462331,0.00004537568,0.0772329,0.001769134,0.000003741506,0.000001985672,0.0003552874,0.000005705935,6.242809e-7,0.0002626037,0.9200711,0.0001052531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.07321139,0.4127788,0.0001070266,0.4710504,0.0028749,0.01071946,0.0000798701,0.0002500786,0.02892805],"genre_scores_gemma":[0.07715653,0.4857811,0.0004338927,0.4231502,0.0008783586,0.002094125,0.0002915802,0.00005065342,0.01016356],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1356634,"threshold_uncertainty_score":0.9721221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05558518965781835,"score_gpt":0.4586561623222382,"score_spread":0.4030709726644199,"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."}}