{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001182391,0.0001334853,0.0002465966,0.0002703814,0.0002883689,0.0001130636,0.0002381517,0.00003866982,0.005356451],"category_scores_gemma":[0.0001609878,0.00009552462,0.00007327121,0.0004477387,0.0003511041,0.00004835584,0.0002518936,0.0002272655,0.000001421125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001091267,"about_ca_system_score_gemma":0.000420931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00104047,"about_ca_topic_score_gemma":0.0005767315,"domain_scores_codex":[0.9975627,0.0001089438,0.0004246629,0.0004271631,0.001004075,0.0004724475],"domain_scores_gemma":[0.9983296,0.0004480064,0.0000913066,0.0002858583,0.0006568768,0.0001884014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000862875,0.001108484,0.318725,0.0003343438,0.0001568971,0.000004673182,0.0007573052,9.205249e-7,0.0003455611,0.004449731,0.01373736,0.6595168],"study_design_scores_gemma":[0.02197022,0.01607996,0.6900141,0.001438599,0.0001370001,4.349378e-7,0.01289833,0.00547438,0.02928475,0.001741314,0.2200513,0.0009095796],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707743,0.00001190623,0.0005812221,0.0007550006,0.00007258174,0.002213186,0.00008375665,0.000007257626,0.02550078],"genre_scores_gemma":[0.9889672,0.000006807901,0.001104178,0.00002587175,0.00002876359,0.000356241,0.00007875691,0.00001047547,0.009421711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6586072,"threshold_uncertainty_score":0.9955528,"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."}}