{"id":"W3211985634","doi":"10.4103/sjg.sjg_541_21","title":"Despise the free lunch","year":2021,"lang":"en","type":"letter","venue":"Saudi Journal of Gastroenterology","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004608329,0.0006848638,0.001060671,0.000723919,0.01155796,0.007962978,0.001736168,0.07982508,0.01935325],"category_scores_gemma":[0.03261435,0.001023794,0.00125707,0.000681844,0.004521842,0.005543105,0.003616426,0.07073879,0.009589243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006638987,"about_ca_system_score_gemma":0.01347366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0217489,"about_ca_topic_score_gemma":0.04280076,"domain_scores_codex":[0.9945372,0.001409613,0.0005887118,0.0005785031,0.001360704,0.001525212],"domain_scores_gemma":[0.9857782,0.003447521,0.000951165,0.00029531,0.002385916,0.007141862],"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":[0.00005149781,0.00006015057,0.001209645,0.00004099175,0.00001916832,0.003298427,0.0005250952,0.00005170381,0.0001878493,0.004328277,0.9851397,0.005087647],"study_design_scores_gemma":[0.0001249625,0.00007689955,0.002560034,0.0004108759,0.0000278307,0.003081477,0.003356966,0.0005263873,0.0001858811,0.01240934,0.9771384,0.0001009293],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003054181,0.0002287812,0.00002535314,0.99147,0.00563297,0.00000573307,0.00001042976,0.000006636443,0.002314624],"genre_scores_gemma":[0.00297696,0.0002640127,0.0001097097,0.9773493,0.006322885,0.00001806575,0.000009449183,0.00001683815,0.01293266],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07982508,"threshold_uncertainty_score":0.06474304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1340869547705753,"score_gpt":0.4092371229357247,"score_spread":0.2751501681651495,"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."}}