{"id":"W4392124505","doi":"10.15173/m.v1i35.2198","title":"MedPulse","year":2019,"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":[0.0008450187,0.0005606365,0.0005292433,0.00142189,0.00134293,0.0033895,0.001141473,0.002756769,0.8006304],"category_scores_gemma":[0.003968244,0.0003279218,0.000441739,0.0008958,0.0005653972,0.00156068,0.002528924,0.00182562,0.6262038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001318751,"about_ca_system_score_gemma":0.002000459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00276567,"about_ca_topic_score_gemma":0.003989846,"domain_scores_codex":[0.9993069,0.00009530097,0.00003973569,0.0001645182,0.0002698406,0.0001236363],"domain_scores_gemma":[0.9985115,0.0002163112,0.00009111704,0.0001874378,0.0004844723,0.0005092536],"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":[0.0001230464,0.00005324508,0.0007313394,0.0001057025,0.000005597212,0.0001274119,0.00005065186,0.0000439281,0.0002035912,0.01059176,0.8664244,0.1215393],"study_design_scores_gemma":[0.00002472978,0.00001839207,0.0007373202,0.00005401487,0.00000172868,0.0001091843,0.00002277326,0.00004782852,0.00006337808,0.001141059,0.9977756,0.000004002956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001272216,0.001828767,0.0009067701,0.01386214,0.003184838,0.0001370204,0.009561431,0.001642348,0.9676045],"genre_scores_gemma":[0.00648263,0.001240604,0.0005449018,0.00626038,0.001105539,0.0001036039,0.004016967,0.0002927713,0.9799525],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1993696,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3278774760730466,"score_gpt":0.4409759367026882,"score_spread":0.1130984606296416,"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."}}