{"id":"W7118002562","doi":"10.33965/celda2025_202509c062","title":"LEVERAGING SOCIAL MEDIA TO REALISE THE MODE 3 UNIVERSITY","year":2025,"lang":"","type":"article","venue":"","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Affordance; Operationalization; Leverage (statistics); Social media; Mode (computer interface)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004313181,0.0003452372,0.0001487457,0.001458758,0.002447137,0.01117587,0.0009980538,0.00173465,0.01238489],"category_scores_gemma":[0.007891816,0.0002682252,0.0003501032,0.0008093447,0.005608358,0.01298066,0.01374574,0.002529781,0.001489266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001166481,"about_ca_system_score_gemma":0.001854878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008304576,"about_ca_topic_score_gemma":0.001955633,"domain_scores_codex":[0.9974322,0.001621524,0.00004997994,0.0001876003,0.0004226578,0.0002860454],"domain_scores_gemma":[0.9935196,0.003261386,0.0007397207,0.0010962,0.0004025454,0.0009805302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001545924,0.0002426669,0.01572336,0.0002131609,0.00003610763,0.001150959,0.07370124,0.001455229,0.006260973,0.7466544,0.009025867,0.1453815],"study_design_scores_gemma":[0.00003738574,0.0004359299,0.01070198,0.0007293075,0.00004671877,0.001296541,0.08599003,0.00878721,0.006088008,0.3209394,0.5647821,0.0001653644],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4684069,0.000982176,0.1076886,0.01886286,0.0008957768,0.0001785387,0.0002175449,0.001053066,0.4017145],"genre_scores_gemma":[0.9786226,0.0002919499,0.01187261,0.00069149,0.0001381189,0.00007088268,0.00003915806,0.0000870301,0.008186048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01238489,"threshold_uncertainty_score":0.04143161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02465533824462255,"score_gpt":0.3089323502658128,"score_spread":0.2842770120211903,"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."}}