{"id":"W6939825474","doi":"10.6084/m9.figshare.c.6595978.v1","title":"Development of a risk-tailored approach and dashboard for efficient management and monitoring of investigator-initiated trials","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Randomized controlled trial; Clinical trial; Process (computing); Dashboard; Risk management; Intervention (counseling); Work (physics)","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":[0.0955086,0.004158838,0.002036334,0.01106889,0.001710859,0.01255425,0.006014344,0.003324871,0.009128668],"category_scores_gemma":[0.2217248,0.00278898,0.003461957,0.004385515,0.001687437,0.01027022,0.009796195,0.006037621,0.004658067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003306763,"about_ca_system_score_gemma":0.008099528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002315477,"about_ca_topic_score_gemma":0.002919157,"domain_scores_codex":[0.9147918,0.04325615,0.01699862,0.007050911,0.01609356,0.00180898],"domain_scores_gemma":[0.7447023,0.1489034,0.02508595,0.0398769,0.03447935,0.006952047],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001473846,0.001635321,0.01464027,0.00721667,0.0008191268,0.001046681,0.01329268,0.01745315,0.01297087,0.0165271,0.05070706,0.8622171],"study_design_scores_gemma":[0.002185016,0.002178038,0.0247378,0.01655967,0.001897192,0.002142267,0.004823781,0.2569496,0.05881791,0.1016051,0.5262192,0.001884606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01364729,0.0008459748,0.8650177,0.005834705,0.0005091822,0.00591942,0.002890951,0.09935179,0.00598302],"genre_scores_gemma":[0.03608471,0.0004657147,0.9526769,0.0007915865,0.0001445889,0.003018022,0.002223403,0.002609023,0.001985933],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9044914,"threshold_uncertainty_score":0.5051038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158789319914758,"score_gpt":0.2810904190337843,"score_spread":0.1652114870423085,"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."}}