{"id":"W7064873858","doi":"","title":"Creating for and with Patients – How (pre-)clinical scientists transform into agents of patient involvement – or not","year":2025,"lang":"en","type":"article","venue":"VU Research Portal","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athena Sustainable Materials Institute","funders":"","keywords":"Transformative learning; Cornerstone; Liminality; Work (physics); Space (punctuation); Ethnography; Transformational leadership","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":[],"consensus_categories":[],"category_scores_codex":[0.0666177,0.0006731203,0.0008119607,0.001429247,0.01379252,0.02902763,0.003886429,0.009567506,0.009214615],"category_scores_gemma":[0.09082944,0.0007902778,0.001189857,0.001462111,0.04721467,0.03230757,0.02230362,0.02012637,0.004255468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007344328,"about_ca_system_score_gemma":0.01820504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002323127,"about_ca_topic_score_gemma":0.002962644,"domain_scores_codex":[0.8527814,0.1289615,0.002105811,0.004730188,0.006188583,0.005232502],"domain_scores_gemma":[0.9196638,0.05227653,0.005518148,0.007355324,0.006114382,0.009071713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005080019,0.0001716003,0.002686645,0.0005451682,0.0000314046,0.0005871673,0.7849488,0.0001940067,0.001286624,0.1186417,0.05026882,0.04058719],"study_design_scores_gemma":[0.00003013974,0.0001290529,0.001123013,0.0009395586,0.00001863307,0.001010658,0.4441262,0.0002630655,0.000978224,0.04916,0.5021099,0.0001114485],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09654564,0.01104661,0.04512259,0.709211,0.007940574,0.0009473507,0.0001848471,0.0003937168,0.1286076],"genre_scores_gemma":[0.7832245,0.01103071,0.0342798,0.1319443,0.00226861,0.00158962,0.0002140309,0.0006660646,0.03478234],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0666177,"threshold_uncertainty_score":0.3523123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05350055322700198,"score_gpt":0.4027771457082313,"score_spread":0.3492765924812293,"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."}}