{"id":"W7075636897","doi":"","title":"Exploring the role of social media in promoting healthy consumption","year":2024,"lang":"en","type":"article","venue":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Consumption (sociology); Context (archaeology); Value (mathematics); Quality (philosophy); Structural equation modeling; Process (computing)","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":[0.0002899789,0.0001668694,0.0002600231,0.00009522386,0.0006201271,0.00002240568,0.0005291905,0.00005765986,0.000100927],"category_scores_gemma":[0.000006129809,0.0001569961,0.0002404358,0.0003466845,0.001504164,0.0005067852,0.0001280065,0.0004038679,0.00001121406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008154201,"about_ca_system_score_gemma":0.0004972353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000552892,"about_ca_topic_score_gemma":0.00008095664,"domain_scores_codex":[0.9986742,0.0001352908,0.0002688335,0.0002912151,0.0004184874,0.0002120185],"domain_scores_gemma":[0.9990789,0.0003011864,0.0002072027,0.0001811468,0.0001656166,0.00006591257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001671783,0.0002361496,0.001636467,0.0001185093,0.000143767,0.00002612895,0.01054496,0.001022232,0.007267901,0.9698414,0.000009371191,0.008985947],"study_design_scores_gemma":[0.003235534,0.0005445975,0.3768141,0.001604388,0.0006519103,0.00005585605,0.2538497,0.01394082,0.01769135,0.3276154,0.002772667,0.001223657],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986849,0.000119813,0.001782209,0.0002559984,0.0001679988,0.0002035574,0.0001211306,0.00002665905,0.01047366],"genre_scores_gemma":[0.9995578,0.00002162596,0.0002279207,0.000002173236,0.0001161197,2.882899e-7,0.0000210058,0.000006327736,0.00004676272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.642226,"threshold_uncertainty_score":0.6402117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0230917766245831,"score_gpt":0.202278062440524,"score_spread":0.179186285815941,"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."}}