{"id":"W4395027212","doi":"10.1007/978-3-031-41804-4_5","title":"Adapting and Adaptive Research","year":2024,"lang":"en","type":"book-chapter","venue":"Public health ethics analysis","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.1110628,0.0004656749,0.001892169,0.004360483,0.0008355923,0.0003997874,0.000504879,0.003935406,0.00111321],"category_scores_gemma":[0.04279996,0.0004146142,0.000751679,0.001833457,0.001907137,0.00008609971,0.001224229,0.04815663,0.0004905759],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001213441,"about_ca_system_score_gemma":0.01591033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001541285,"about_ca_topic_score_gemma":0.004630934,"domain_scores_codex":[0.9863006,0.0007410892,0.001849462,0.002036737,0.007444852,0.001627284],"domain_scores_gemma":[0.9392455,0.05002993,0.0003937977,0.001717129,0.006211755,0.002401913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002800879,0.00004003175,0.0000783653,0.002504535,0.004107919,0.0001281499,0.002794253,0.000001438794,5.332295e-7,0.9814693,0.001133681,0.007713816],"study_design_scores_gemma":[0.0002375653,0.0007157602,0.0001412402,0.001771674,0.001085273,0.0000158551,0.0006205318,0.002547935,3.626787e-7,0.3663639,0.6261547,0.0003451555],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001398205,0.01428657,0.0005879763,0.4653042,0.0001321048,0.0006782729,0.0001042992,0.0001250609,0.5187675],"genre_scores_gemma":[0.02112603,0.05332524,0.002214822,0.01025814,0.0009287196,0.00006242729,0.0002280642,0.0002152456,0.9116413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.625021,"threshold_uncertainty_score":0.9998305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9237570299112999,"score_gpt":0.6936427565800956,"score_spread":0.2301142733312044,"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."}}