{"id":"W4406896942","doi":"10.2196/66769","title":"The Development of an Instagram Reel-Based Bystander Intervention Message Among College Students: Formative Survey and Mixed Methods Pilot Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Sexual Assault and Victimization Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bystander effect; Formative assessment; Credibility; Intervention (counseling); Psychology; Population; Scale (ratio); Applied psychology; Medical education; Social psychology; Medicine; Environmental health; Mathematics education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0251575,0.0001330871,0.0002701363,0.0003261681,0.002908512,0.0002216346,0.0005053956,0.00004969148,0.00001249149],"category_scores_gemma":[0.0009444621,0.00009159098,0.0000290907,0.001572111,0.0008055426,0.0006501685,0.0003956126,0.0002876807,0.000001800797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002719324,"about_ca_system_score_gemma":0.0002984892,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000764242,"about_ca_topic_score_gemma":0.03777615,"domain_scores_codex":[0.9897036,0.007878714,0.0006109266,0.0002070744,0.00120837,0.000391291],"domain_scores_gemma":[0.9956431,0.002501389,0.0001905679,0.0001920353,0.001385982,0.00008694635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001353763,0.005577174,0.2557645,0.0001900541,0.0007799079,0.000001227462,0.6377742,0.000009850714,0.00002900731,0.004253442,0.002483995,0.0917828],"study_design_scores_gemma":[0.001106809,0.0008506123,0.6000204,0.00004912008,0.000005041482,1.427486e-8,0.3960399,0.0002626632,0.0002029039,0.0003115064,0.001073358,0.00007768061],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831541,0.00008736181,0.01036833,0.0001119124,0.0001831727,0.001807203,0.00002422116,0.00003353408,0.004230131],"genre_scores_gemma":[0.9980869,0.00001878898,0.0006076897,0.000008681143,0.00000841381,0.0004594569,0.00001518099,0.000006594539,0.0007883195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3442558,"threshold_uncertainty_score":0.9983895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1565501186620247,"score_gpt":0.5497418322912813,"score_spread":0.3931917136292565,"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."}}