{"id":"W4392117992","doi":"10.15173/m.v1i1.583","title":"Med @ Mac","year":2012,"lang":"no","type":"article","venue":"The Meducator","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Environmental health","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002671576,0.0004179862,0.0003716968,0.0001246399,0.0003585787,0.00008428186,0.001062493,0.0001447528,0.01341136],"category_scores_gemma":[0.0006367892,0.0002732305,0.0002042996,0.0006779508,0.0004967329,0.0002973296,0.0002597739,0.000535259,0.3371588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003919792,"about_ca_system_score_gemma":0.0004977866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001564343,"about_ca_topic_score_gemma":0.00001127449,"domain_scores_codex":[0.9962732,0.0007575299,0.0003856315,0.0002935403,0.0006898108,0.001600285],"domain_scores_gemma":[0.9967641,0.0004494834,0.000244337,0.001643,0.00008090334,0.0008181256],"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":[0.0001470584,0.00158808,0.03522475,0.00008162333,0.0004387391,0.000002582874,0.05446837,5.222567e-7,0.01977575,0.009621563,0.8754643,0.003186624],"study_design_scores_gemma":[0.0004966672,0.00003800973,0.08999477,0.000062321,0.0005631467,0.00007386629,0.006675529,0.00001130712,0.02016751,0.0003212573,0.88104,0.0005556646],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931438,0.01911299,0.000002045482,0.009816432,0.01025446,0.0006654936,0.0001187676,0.0001833657,0.02840846],"genre_scores_gemma":[0.9641344,0.00006251076,0.0001451201,0.0009799522,0.005860455,0.0000877811,0.00001621038,0.0002732408,0.02844033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3237474,"threshold_uncertainty_score":0.999972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03806782474245662,"score_gpt":0.3126814818654368,"score_spread":0.2746136571229802,"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."}}