{"id":"W4392124731","doi":"10.15173/m.v1i39.3297","title":"MedPulse","year":2022,"lang":"en","type":"article","venue":"The Meducator","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006250443,0.0004272032,0.0002980434,0.001471759,0.001624763,0.001904581,0.0006249014,0.001501047,0.3412628],"category_scores_gemma":[0.001990687,0.0001931039,0.0003048684,0.0008137992,0.0004949249,0.0009876493,0.001881689,0.001023642,0.1288618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001266165,"about_ca_system_score_gemma":0.001551408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004201344,"about_ca_topic_score_gemma":0.007253902,"domain_scores_codex":[0.9994875,0.00007953271,0.00002469633,0.0001184344,0.0001948082,0.00009506337],"domain_scores_gemma":[0.9993093,0.0001241792,0.0000472014,0.0000870777,0.0002372473,0.0001949646],"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":[0.0002718293,0.0001419524,0.003185988,0.0003583874,0.00001764423,0.0006036246,0.000552225,0.0001864657,0.001719614,0.1035991,0.473781,0.4155822],"study_design_scores_gemma":[0.00002558006,0.00003264676,0.002583345,0.00005709596,0.000003474672,0.0002518534,0.00007020064,0.0001106381,0.0003175953,0.001854215,0.9946876,0.000005939105],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01312085,0.004432365,0.002635521,0.01901749,0.003048529,0.0002420824,0.008771904,0.001351083,0.9473802],"genre_scores_gemma":[0.06058746,0.002749324,0.001847092,0.005266001,0.000827046,0.0001909276,0.003971491,0.0002607605,0.9242998],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6587372,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4141906319445927,"score_gpt":0.4487248109949362,"score_spread":0.03453417905034345,"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."}}