{"id":"W4386250691","doi":"10.24908/iqurcp16722","title":"Through the Lens of Experience","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Bullying, Victimization, and Aggression","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Empathy; Social psychology; Psychological intervention; Situational ethics; Identity (music); Developmental psychology; Thematic analysis; Witness; Qualitative research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002581482,0.001053748,0.0006332923,0.002872132,0.003444868,0.01585295,0.001490152,0.002977104,0.01884647],"category_scores_gemma":[0.003867658,0.0003797129,0.0005538015,0.002110396,0.02808132,0.01587865,0.00751626,0.005099625,0.002665229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005043411,"about_ca_system_score_gemma":0.003178947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00679617,"about_ca_topic_score_gemma":0.004520374,"domain_scores_codex":[0.9962167,0.002192374,0.0001803824,0.0006741179,0.0004289864,0.0003074374],"domain_scores_gemma":[0.9977064,0.001184444,0.000187257,0.0004643038,0.0002655328,0.0001920352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001639045,0.00001220663,0.0005788049,0.0001833455,0.00001078563,0.0002824018,0.03345246,0.0001618692,0.0002316728,0.9403063,0.006161908,0.01860188],"study_design_scores_gemma":[0.000009156141,0.00002678333,0.0006507411,0.0006451684,0.00001296897,0.0006625979,0.0297405,0.0002537208,0.0001465033,0.335234,0.6325992,0.00001874055],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01501,0.02970836,0.05795106,0.02612633,0.002011128,0.0001763961,0.0007354983,0.0002321502,0.8680491],"genre_scores_gemma":[0.7971427,0.02782563,0.03263509,0.01038613,0.002142814,0.000545648,0.001005007,0.0004612102,0.1278558],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01884647,"threshold_uncertainty_score":0.06304765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2031421375920822,"score_gpt":0.4353747070232508,"score_spread":0.2322325694311686,"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."}}