{"id":"W3161149761","doi":"10.31234/osf.io/n3teh","title":"Parenting Online: Analyzing Information Provided by Parenting-Focused Twitter Accounts","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Michigan Institute for Data Science, University of Michigan; National Science Foundation","keywords":"Entertainment; Quarter (Canadian coin); Social media; Psychology; Social psychology; Developmental psychology; Computer science; World Wide Web; Political science; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006787614,0.000356572,0.0002671207,0.003556196,0.000530227,0.0009689849,0.000221443,0.000353537,0.001653342],"category_scores_gemma":[0.006304126,0.0001801714,0.0002204995,0.003893502,0.000214605,0.001649377,0.001109704,0.0003099396,0.0009880785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003022181,"about_ca_system_score_gemma":0.0002327547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003183727,"about_ca_topic_score_gemma":0.005639188,"domain_scores_codex":[0.9993892,0.000186648,0.00007403181,0.0001093967,0.0001507069,0.00009008231],"domain_scores_gemma":[0.9958942,0.002135752,0.00107671,0.0002488362,0.0004417865,0.0002028329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006370267,0.0001193601,0.82923,0.001044761,0.0001700298,0.001275362,0.02738709,0.000678092,0.01625253,0.001449135,0.01267553,0.1090812],"study_design_scores_gemma":[0.00001210674,0.0001214502,0.9284164,0.0002291611,0.0001079964,0.0009939658,0.02198932,0.005551475,0.003911135,0.0009837573,0.03763045,0.00005277842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758216,0.0006236954,0.002560292,0.0003782483,0.00009613855,0.0001070311,0.01438287,0.000155541,0.005874759],"genre_scores_gemma":[0.9790826,0.0008112633,0.004516698,0.0001212224,0.0001909422,0.0002330859,0.01249519,0.00006927719,0.002479743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003556196,"threshold_uncertainty_score":0.006330371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02923080095264693,"score_gpt":0.2989461555675219,"score_spread":0.269715354614875,"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."}}