{"id":"W7030109979","doi":"","title":"From Macro to Micro: A Summary of Dr. Angel Lin’s Research over Time","year":2024,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Social and Cultural Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Scholarship; Field (mathematics); Macro; Work (physics); Social research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002796077,0.0002104904,0.0005698277,0.0005052466,0.0005659939,0.001846325,0.002817357,0.0002085561,0.01763728],"category_scores_gemma":[0.0005824146,0.0001815561,0.0002583565,0.0023896,0.0004218342,0.001588895,0.001016409,0.0005798175,0.0001998406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002732143,"about_ca_system_score_gemma":0.0004546646,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04431466,"about_ca_topic_score_gemma":0.002718501,"domain_scores_codex":[0.9962229,0.0006930717,0.0006152925,0.0004623742,0.001440429,0.0005659899],"domain_scores_gemma":[0.9977664,0.0007880123,0.0002066008,0.0002918339,0.0005626091,0.0003844831],"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":[0.0001547882,0.0001670667,0.03543549,0.00006690032,0.000249081,0.00006591475,0.01262135,0.000007991067,0.2081107,0.0005717123,0.717219,0.02533002],"study_design_scores_gemma":[0.0004254385,0.00003165672,0.319656,0.002000625,0.0001373554,0.000002070242,0.004443577,0.0001408204,0.01032277,0.0725544,0.5894288,0.0008564632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477143,0.01996786,0.00001248021,0.00240994,0.001183172,0.000604138,0.0003617799,0.00006324349,0.02768305],"genre_scores_gemma":[0.9419902,0.01439864,0.0003383168,0.0006111023,0.002343734,0.00006619978,0.00005328979,0.00008941696,0.04010909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2842205,"threshold_uncertainty_score":0.9991899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3542456138934006,"score_gpt":0.6324642983771213,"score_spread":0.2782186844837207,"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."}}