{"id":"W4387660977","doi":"10.1080/10669817.2023.2262336","title":"An international consensus on gaps in mechanisms of forced-based manipulation research: findings from a nominal group technique","year":2023,"lang":"en","type":"article","venue":"Journal of Manual & Manipulative Therapy","topic":"Survey Sampling and Estimation Techniques","field":"Mathematics","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Canadian Memorial Chiropractic College","funders":"National Center for Complementary and Integrative Health","keywords":"Nominal group technique; Medicine; Psychology; Computer science; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.005497711,0.0001937895,0.0004165146,0.001372193,0.00007848474,0.00004352069,0.0004289564,0.0001625372,0.0001082926],"category_scores_gemma":[0.0006064078,0.0001698553,0.0001368856,0.0005128168,0.00008864579,0.0002077171,0.00003076628,0.0004998407,0.000007022097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002090745,"about_ca_system_score_gemma":0.00005898298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000163858,"about_ca_topic_score_gemma":0.00003859657,"domain_scores_codex":[0.997048,0.0006736772,0.0009092005,0.000228454,0.0008913632,0.0002493157],"domain_scores_gemma":[0.9963732,0.002193237,0.0005738594,0.000272698,0.0005139349,0.00007307818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01298864,0.002984841,0.01970431,0.000165139,0.0004911121,0.0003502454,0.007590548,0.008054284,0.6478813,0.2831686,0.003155901,0.01346519],"study_design_scores_gemma":[0.001795794,0.002071062,0.07547045,0.000589098,0.00001131331,0.00001465779,0.000724331,0.01088263,0.1681289,0.7400166,0.00006853363,0.0002266439],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9078985,0.000008152984,0.09092714,0.0002957148,0.0001593391,0.0004365868,0.00002973776,0.00008366202,0.0001611632],"genre_scores_gemma":[0.9402688,0.00002222857,0.05943737,0.00004567477,0.00009148648,0.00002967664,0.00004172886,0.00003944683,0.00002364723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4797524,"threshold_uncertainty_score":0.6926496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3520508052560694,"score_gpt":0.481175468363598,"score_spread":0.1291246631075286,"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."}}