{"id":"W4285727672","doi":"10.1177/15598276221115662","title":"Selecting Resistance Training Exercises for Novices: A Delphi Study with Expert Consensus","year":2022,"lang":"en","type":"article","venue":"American Journal of Lifestyle Medicine","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Medicine; Delphi method; Delphi; Resistance training; Training (meteorology); Rest (music); Physical therapy; Selection (genetic algorithm); Medical education; Applied psychology; Computer science; Psychology; 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":[0.008076558,0.0001405901,0.0005739641,0.0003484383,0.001006005,0.00002831125,0.0006323021,0.00001654243,0.00009619295],"category_scores_gemma":[0.002721308,0.0001095671,0.00006288252,0.001385364,0.001120496,0.00008257045,0.00005357393,0.0004950655,3.084514e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000282736,"about_ca_system_score_gemma":0.000953898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001874945,"about_ca_topic_score_gemma":0.001424358,"domain_scores_codex":[0.9960551,0.0009247772,0.0006129157,0.0002272846,0.001694578,0.000485398],"domain_scores_gemma":[0.9950827,0.002937723,0.0008920515,0.0001837518,0.0006457353,0.0002579846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.006374851,0.001013257,0.03322805,0.0000457818,0.0004710085,0.001448312,0.8246618,0.0001930167,0.001276995,0.0009460991,0.03578443,0.09455641],"study_design_scores_gemma":[0.001432242,0.008273321,0.0004739641,0.000153806,0.00006298676,0.0001310587,0.9099696,0.00001776693,0.00002112236,0.0001498812,0.07915246,0.0001618096],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651144,0.000610981,0.002051169,0.02759326,0.0002857723,0.001075266,0.00000574131,0.00008123775,0.003182204],"genre_scores_gemma":[0.9897332,0.00005282316,0.008344259,0.0006055481,0.0007559998,0.0001242341,5.816732e-7,0.00003131044,0.0003520987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0943946,"threshold_uncertainty_score":0.7737482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1196221265442926,"score_gpt":0.4488680553617813,"score_spread":0.3292459288174887,"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."}}