{"id":"W1491978221","doi":"10.1179/2047480615z.000000000299","title":"Gained in Translation","year":2015,"lang":"en","type":"article","venue":"Medical Writing","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas College","funders":"","keywords":"Translation (biology); Computer science; Medicine; Biology","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":[],"category_scores_codex":[0.007490796,0.00005055997,0.0001271992,0.00006533405,0.0001397556,0.000005082756,0.00009483181,0.0001697993,0.0009814638],"category_scores_gemma":[0.003848714,0.0000416587,0.00001492647,0.0002128769,0.00002352194,0.0003858975,0.00002470604,0.0006364273,0.0003168802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001023902,"about_ca_system_score_gemma":0.0005347601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001469906,"about_ca_topic_score_gemma":0.0001025074,"domain_scores_codex":[0.9975228,0.0004729302,0.001184342,0.00009628266,0.0004165182,0.0003071141],"domain_scores_gemma":[0.9987984,0.0005288449,0.0001188475,0.0001000376,0.0001015777,0.0003522555],"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":[0.00005872667,0.00005589976,0.6247694,0.0004393058,0.000001362177,0.000007415994,0.01734234,0.000004167919,0.000003319597,0.001966126,0.004528944,0.3508229],"study_design_scores_gemma":[0.008818064,0.00008582547,0.1997549,0.002066791,0.000003976334,0.000004536236,0.0236208,0.2377459,0.00001218783,0.005069975,0.5224652,0.0003518932],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8222952,0.0001318414,0.01034347,0.0106737,0.0005994819,0.0004911298,0.000003544589,0.0001383495,0.1553233],"genre_scores_gemma":[0.9885935,0.00000605272,0.001805872,0.008940799,0.0004600444,0.00004516662,0.00002510958,0.000004824648,0.000118675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5179362,"threshold_uncertainty_score":0.9999318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1801393200376247,"score_gpt":0.5221255000028716,"score_spread":0.3419861799652469,"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."}}