{"id":"W4405910811","doi":"10.21203/rs.3.rs-5707806/v1","title":"Priorities and expectations of researchers, funders, patients and the public regarding equity in medical research and funding: Results from the PERSPECT qualitative study","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Heart and Stroke Foundation of Canada","keywords":"Equity (law); Qualitative research; Political science; Public relations; Public economics; Medical education; Business; Psychology; Public administration; Economics; Medicine; Sociology; Social science; Law","routes":{"ca_aff":true,"ca_fund":true,"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","open_science"],"consensus_categories":[],"category_scores_codex":[0.1665301,0.0004488553,0.0009935063,0.002109694,0.01420593,0.01541419,0.002975641,0.004294567,0.003943653],"category_scores_gemma":[0.2287816,0.001232936,0.0007135995,0.002567917,0.01400925,0.01076675,0.01538653,0.007442478,0.0004099149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01708992,"about_ca_system_score_gemma":0.03048482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01880145,"about_ca_topic_score_gemma":0.01983765,"domain_scores_codex":[0.8326997,0.1407992,0.004225175,0.002324389,0.01016617,0.00978534],"domain_scores_gemma":[0.6118376,0.3405524,0.01602696,0.005342459,0.01459766,0.01164302],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001143388,0.00008010757,0.01184665,0.000130417,0.00001698738,0.0001120454,0.9793762,0.00003498259,0.0001916183,0.004113314,0.0006438869,0.003339411],"study_design_scores_gemma":[0.00001706013,0.00002845567,0.004156731,0.0001339574,0.000009253134,0.00004706497,0.9913867,0.00006242086,0.0001631211,0.001476754,0.002501578,0.00001684974],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629049,0.0005011404,0.003050009,0.01973317,0.0001048752,0.0003675132,0.0003276939,0.00001723389,0.01299343],"genre_scores_gemma":[0.9953423,0.0002086972,0.0008364671,0.002155267,0.00001582712,0.0003399327,0.00005223978,0.00002523098,0.001024045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9970244,"threshold_uncertainty_score":0.8807057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7666269130950382,"score_gpt":0.6648872214834117,"score_spread":0.1017396916116264,"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."}}