{"id":"W4311109460","doi":"10.2196/37331","title":"The Asymmetric Influence of Emotion in the Sharing of COVID-19 Science on Social Media: Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR Infodemiology","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Social media; Altmetrics; Emotional contagion; Coronavirus disease 2019 (COVID-19); Pandemic; Psychology; Public relations; Internet privacy; Social psychology; Political science; World Wide Web; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.004041042,0.0002661711,0.0004745454,0.001087034,0.001677116,0.001812372,0.0005812152,0.001029366,0.003017988],"category_scores_gemma":[0.02484188,0.0004408999,0.0004721163,0.001233961,0.001007224,0.002031444,0.001989537,0.001584945,0.0008995588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000692223,"about_ca_system_score_gemma":0.0009163865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004457403,"about_ca_topic_score_gemma":0.005212374,"domain_scores_codex":[0.9965161,0.001824989,0.0003126436,0.0005307339,0.0004103381,0.0004051307],"domain_scores_gemma":[0.9813691,0.009378253,0.005182486,0.001295351,0.001627965,0.001146729],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004165276,0.0008970824,0.9487107,0.0002624007,0.0001251715,0.0003976609,0.03843615,0.00006678291,0.0007437557,0.0002984725,0.001885593,0.007759675],"study_design_scores_gemma":[0.00004537325,0.0004314796,0.940546,0.0001778313,0.00009575491,0.0005049629,0.05322585,0.0008837211,0.0003899484,0.0004918747,0.003132303,0.00007496597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980404,0.00009506678,0.0002362346,0.000139377,0.00001054556,0.00009519116,0.0004990501,0.000002995938,0.0008810765],"genre_scores_gemma":[0.9981409,0.0001300648,0.0003470706,0.0001989363,0.00004347988,0.0003077106,0.0004694102,0.000008670587,0.0003537285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.998913,"threshold_uncertainty_score":0.02137136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3960872181267899,"score_gpt":0.5158435899792368,"score_spread":0.119756371852447,"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."}}