{"id":"W3093162091","doi":"10.1177/0306312720966649","title":"The financial market of ideas: A theory of academic social media","year":2020,"lang":"en","type":"article","venue":"Social Studies of Science","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Scholarship; Construct (python library); Social media; Sociology; Scholarly communication; Public relations; Value (mathematics); Social media analytics; Social science; Political science; Publishing; Computer science; World Wide Web","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004311794,0.0009310773,0.0008480274,0.00795952,0.003803737,0.01362852,0.002450778,0.004339124,0.01847034],"category_scores_gemma":[0.01589462,0.0006317951,0.001199873,0.006442929,0.01313731,0.02979054,0.00460329,0.002560204,0.001908943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005109362,"about_ca_system_score_gemma":0.002210649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004199585,"about_ca_topic_score_gemma":0.001571153,"domain_scores_codex":[0.997451,0.001092825,0.00008121972,0.0004630107,0.0006210829,0.0002908418],"domain_scores_gemma":[0.9855402,0.01075577,0.001469207,0.0007951096,0.0008440075,0.0005956766],"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":[0.00001302068,0.00002074724,0.0005357034,0.00004545365,0.00001097681,0.00006276846,0.0007784372,0.0006616943,0.000071453,0.990983,0.001384556,0.005432171],"study_design_scores_gemma":[0.00002890509,0.00002361801,0.0006923253,0.0001034935,0.00001299964,0.0001127542,0.0007177097,0.0100062,0.00009415839,0.9704787,0.01770081,0.00002834393],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09919348,0.01228841,0.2843241,0.05901647,0.0009594567,0.0006272335,0.001293834,0.0004451997,0.5418518],"genre_scores_gemma":[0.9346999,0.006031751,0.02910718,0.002691834,0.001887644,0.0007897891,0.000279033,0.0001250984,0.02438777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9961963,"threshold_uncertainty_score":0.06178945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.629742310229162,"score_gpt":0.585563795919583,"score_spread":0.04417851430957909,"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."}}