{"id":"W4200274492","doi":"10.5737/cvaa-1531524","title":"‘Pinholes in my arms’: The vicious cycle of vascular access","year":2021,"lang":"en","type":"article","venue":"Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Venous access; Superordinate goals; Competence (human resources); Embodied cognition; Interpretative phenomenological analysis; Medicine; Vascular access; Psychology; Nonprobability sampling; Qualitative research; Social psychology; Surgery; Sociology; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.007768916,0.0005562657,0.0005234692,0.001126544,0.01055333,0.009551543,0.001500935,0.003919321,0.002908925],"category_scores_gemma":[0.02605545,0.0005908959,0.0006455401,0.0007864048,0.04329455,0.01066348,0.009289558,0.008053942,0.0004996336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003414959,"about_ca_system_score_gemma":0.004651579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002049665,"about_ca_topic_score_gemma":0.002625992,"domain_scores_codex":[0.9824923,0.01420741,0.0002782256,0.0005806711,0.001503691,0.0009375976],"domain_scores_gemma":[0.9850562,0.009582976,0.001652593,0.0008027986,0.0009558272,0.001949604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000788622,0.00003823351,0.002854329,0.0003884844,0.00003716967,0.002784443,0.9191114,0.0001614209,0.0008706797,0.04194924,0.01002671,0.02169893],"study_design_scores_gemma":[0.00002100758,0.0001534123,0.002695735,0.00104748,0.00003140056,0.008462287,0.7912454,0.0003368151,0.000515816,0.03860113,0.1567863,0.0001032737],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6331189,0.02991019,0.03387279,0.1999507,0.003623124,0.0001973904,0.0001082307,0.000351361,0.09886729],"genre_scores_gemma":[0.9862593,0.003092293,0.002725075,0.004596364,0.0002399852,0.00004751954,0.00001388886,0.00006403826,0.002961561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01055333,"threshold_uncertainty_score":0.04108644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04755837681672218,"score_gpt":0.3879300712885713,"score_spread":0.3403716944718491,"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."}}