{"id":"W2955329339","doi":"10.1002/rth2.12237","title":"Needs and challenges among physicians and researchers in thrombosis and hemostasis: Results from an international study","year":2019,"lang":"en","type":"article","venue":"Research and Practice in Thrombosis and Haemostasis","topic":"Platelet Disorders and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Axdev Group (Canada)","funders":"International Society on Thrombosis and Haemostasis","keywords":"Thematic analysis; Von Willebrand disease; Specialty; Medicine; Family medicine; Qualitative research; Medical education; Psychology; Internal medicine; Von Willebrand factor","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04900641,0.0004889554,0.0009248282,0.002747947,0.009059056,0.007911789,0.001687413,0.003195704,0.002204062],"category_scores_gemma":[0.07478093,0.000976316,0.0008410356,0.004350812,0.005605046,0.00882729,0.01233939,0.00377647,0.0003393191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005333943,"about_ca_system_score_gemma":0.01289956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008295096,"about_ca_topic_score_gemma":0.01308769,"domain_scores_codex":[0.9643883,0.02387083,0.002681017,0.001661292,0.00300454,0.004394023],"domain_scores_gemma":[0.9124953,0.05287512,0.01187261,0.001907224,0.01048652,0.01036323],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004388173,0.0001109784,0.03013069,0.0002524663,0.00001450145,0.0003858951,0.9607349,0.00001464277,0.000152453,0.0003934148,0.0007595013,0.007006693],"study_design_scores_gemma":[0.000005311665,0.00004493785,0.01524727,0.0001465302,0.000005170561,0.0001391383,0.9816406,0.00002058776,0.00002340059,0.00008015997,0.002636145,0.00001059438],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833863,0.002251035,0.0003763073,0.008430418,0.0001166389,0.0002398161,0.0001139539,0.000008786718,0.005076678],"genre_scores_gemma":[0.9934006,0.002027203,0.0007365145,0.002545769,0.00006106006,0.0003782896,0.00008969755,0.00001427528,0.0007465147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9509936,"threshold_uncertainty_score":0.2591738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3089800939556034,"score_gpt":0.4722010645177195,"score_spread":0.163220970562116,"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."}}