{"id":"W7024553085","doi":"","title":"The social well-being of Canadian adolescents in the age of social media: A socioecological examination of the role of living environments and public spaces.","year":2024,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social environment; Public policy; Social isolation; Public health; Social relation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002679284,0.0002799202,0.0005925209,0.0002681422,0.0005272523,0.00003635242,0.0006332499,0.0005034449,0.00005887231],"category_scores_gemma":[0.008047897,0.0001773565,0.0001959513,0.0004933873,0.0003725266,0.0000930138,0.0001420476,0.0009311743,0.000001832511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002136261,"about_ca_system_score_gemma":0.00008261613,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001771184,"about_ca_topic_score_gemma":0.05248861,"domain_scores_codex":[0.9963323,0.001330839,0.0008866884,0.0003104087,0.0007744064,0.0003653153],"domain_scores_gemma":[0.9951224,0.003680038,0.0007737176,0.0002446372,0.0001169213,0.00006233003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002433473,0.00024057,0.0009561335,0.0009003757,0.0001180121,0.000005131937,0.003218665,1.839104e-7,0.007672964,0.9253741,0.000003389045,0.06148614],"study_design_scores_gemma":[0.0003418425,0.0001047399,0.4487039,0.00149796,0.0004081996,0.000002484943,0.02653597,0.00004214345,0.006443648,0.5145614,0.0009574192,0.0004003334],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817538,0.0001089321,5.963328e-7,0.00004278282,0.0002244026,0.0004816583,0.0002907223,0.000006226479,0.01709085],"genre_scores_gemma":[0.9992936,0.00008744191,0.0003759503,0.00001982954,0.0000241278,0.00003934435,0.00002277013,0.00003790205,0.00009909012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4477477,"threshold_uncertainty_score":0.964801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02998498936740171,"score_gpt":0.2815303425456945,"score_spread":0.2515453531782927,"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."}}