{"id":"W7075644198","doi":"","title":"QRisk: Think Before You Scan QR codes","year":2025,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.004507522,0.001460641,0.002270348,0.005348733,0.002239817,0.01021984,0.001631941,0.004348194,0.7638929],"category_scores_gemma":[0.07402542,0.001001343,0.001589576,0.006848541,0.002458466,0.004031925,0.004506938,0.004792863,0.6823165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00143748,"about_ca_system_score_gemma":0.007636014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00381693,"about_ca_topic_score_gemma":0.003384078,"domain_scores_codex":[0.993468,0.001761308,0.00107706,0.0004149255,0.002876819,0.0004020419],"domain_scores_gemma":[0.9372648,0.01813187,0.003029868,0.004276436,0.03495428,0.002342774],"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":[0.00007511995,0.00001979373,0.00008215821,0.001361318,0.000007990358,0.0000598611,0.000166725,0.00002052534,0.0003038412,0.004019108,0.9468184,0.04706523],"study_design_scores_gemma":[0.0000867647,0.00003857938,0.0003627403,0.001724482,0.00001048735,0.0001262649,0.0004657671,0.0000354052,0.0003276508,0.002270132,0.9945205,0.00003102049],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002305463,0.0139261,0.01200121,0.08585485,0.1006163,0.005108862,0.07470775,0.009872288,0.6956072],"genre_scores_gemma":[0.01023583,0.01033251,0.01660309,0.01547633,0.006057237,0.002706628,0.01542759,0.004200658,0.9189601],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7638929,"threshold_uncertainty_score":0.336778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01140247544808231,"score_gpt":0.2480641899176685,"score_spread":0.2366617144695862,"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."}}