{"id":"W4412065178","doi":"10.1186/s12966-025-01748-1","title":"Contemporary challenges, needs and opportunities for emerging behavioral nutrition and physical activity researchers: a mixed-methods study","year":2025,"lang":"en","type":"article","venue":"International Journal of Behavioral Nutrition and Physical Activity","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Dalhousie University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; Canadian Institutes of Health Research; National Institutes of Health; National Institute of General Medical Sciences; Hospital Research Foundation","keywords":"Descriptive statistics; Thematic analysis; Mental health; Psychology; Public relations; Medical education; Medicine; Qualitative research; Sociology; Political science; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008317468,0.0002223541,0.0005084698,0.0004242203,0.0004749846,0.00008286872,0.0001643611,0.0001358558,0.000009269738],"category_scores_gemma":[0.00006731934,0.0002079199,0.000152763,0.0001293431,0.0002222251,0.0008832141,0.0001796281,0.0008025555,4.744423e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001730166,"about_ca_system_score_gemma":0.0002232192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002471968,"about_ca_topic_score_gemma":0.00004058146,"domain_scores_codex":[0.9977923,0.0009257161,0.0003392328,0.0002796023,0.0003972568,0.0002658968],"domain_scores_gemma":[0.9976411,0.0007913585,0.0003553169,0.0001248529,0.0008373931,0.0002499528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.002368296,0.04397696,0.003502406,0.0007135424,0.0003024362,0.00003186919,0.02060575,5.402573e-7,0.008080919,0.006087783,0.005403983,0.9089255],"study_design_scores_gemma":[0.03080665,0.007732041,0.3174254,0.003734426,0.0009911186,0.00007289793,0.5025313,0.002757517,0.002162978,0.01949016,0.1108488,0.001446746],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802409,0.0008068279,0.0005010655,0.01642765,0.0007607308,0.0009602214,0.0001390217,0.00002719371,0.0001363859],"genre_scores_gemma":[0.996686,0.001567697,0.0003857275,0.00006766123,0.0007863433,0.0003036763,0.00001660699,0.00001736895,0.0001689572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9074787,"threshold_uncertainty_score":0.8478726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5633010822598947,"score_gpt":0.6282607586246848,"score_spread":0.06495967636479005,"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."}}