{"id":"W4385949157","doi":"10.32920/23978808","title":"How Can Instagram be a Better Space for You?","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Centre for Social Innovation; York University","funders":"","keywords":"Infographic; Space (punctuation); Beauty; Resource (disambiguation); Psychology; Advertising; Computer science; Aesthetics; Art","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":[0.001553813,0.0004537321,0.000295096,0.0007083464,0.003265855,0.009793938,0.0008937121,0.001590203,0.05562789],"category_scores_gemma":[0.005583713,0.0002885867,0.0004136598,0.0008954881,0.003404057,0.01811566,0.004905664,0.002000918,0.01636849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001414247,"about_ca_system_score_gemma":0.0013067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003891729,"about_ca_topic_score_gemma":0.005855471,"domain_scores_codex":[0.9986489,0.0005980301,0.00003243112,0.0001942357,0.0002665709,0.0002599256],"domain_scores_gemma":[0.9977425,0.0004591733,0.0002296326,0.0003215418,0.0003537833,0.0008934093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001275916,0.0002220153,0.01281582,0.0006593728,0.0000353257,0.0005651042,0.04806163,0.000199862,0.003115438,0.2516493,0.3757606,0.3067878],"study_design_scores_gemma":[0.00001161045,0.00007433089,0.004731803,0.0002514891,0.00001943829,0.000361255,0.04396971,0.0002252552,0.001957154,0.0210452,0.927296,0.00005669224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1249926,0.005360814,0.02677351,0.1480666,0.003376242,0.000239539,0.002265126,0.001899531,0.687026],"genre_scores_gemma":[0.7536279,0.00769111,0.02919936,0.01063869,0.0007596487,0.0004597865,0.001180759,0.001057249,0.1953855],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05562789,"threshold_uncertainty_score":0.1860939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.070801331392593,"score_gpt":0.3160592234258355,"score_spread":0.2452578920332426,"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."}}