{"id":"W4385980012","doi":"10.1177/0308518x231189391","title":"Analytical eclecticism for vigor and rigor?","year":2023,"lang":"en","type":"article","venue":"Environment and Planning A Economy and Space","topic":"Culture, Economy, and Development Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Eclecticism; Bridging (networking); Field (mathematics); Discipline; Epistemology; Centripetal force; Sociology; Cross disciplinary; Social science; Philosophy; Geography; Mathematics; Computer science; Archaeology; Data science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003274563,0.00008879115,0.0001452644,0.00004230091,0.0006903284,0.00008123482,0.00002800429,0.00005543291,0.0000333923],"category_scores_gemma":[0.00003012608,0.00008431709,0.0000186791,0.00003224563,0.0001825552,0.0001012485,0.00004280246,0.00004748115,0.00001423018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001721552,"about_ca_system_score_gemma":0.000009893009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004046938,"about_ca_topic_score_gemma":0.00003064065,"domain_scores_codex":[0.9994168,0.00001684025,0.00009318016,0.00022499,0.00003390004,0.0002143405],"domain_scores_gemma":[0.9996245,0.0002022873,0.0000319613,0.00003890773,0.000002890835,0.00009945213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006964826,0.00003206929,0.8070304,0.00006324217,0.0002131195,0.00001318625,0.06753284,0.0000580162,0.000006407331,0.07008789,0.04575563,0.009137484],"study_design_scores_gemma":[0.000372429,0.00003827418,0.06869776,0.00001166884,0.00002337047,0.000001229852,0.01520325,0.0005882321,0.000006119634,0.004417499,0.9104553,0.0001848268],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9345497,0.001679519,0.0002892379,0.008037647,0.0001120257,0.000357711,0.0000103378,0.00006972082,0.05489411],"genre_scores_gemma":[0.9826317,0.002720097,0.0005457881,0.0003049367,0.0002433116,0.00004811483,0.00001129441,0.000007854107,0.01348692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8646997,"threshold_uncertainty_score":0.5309518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03969390792735888,"score_gpt":0.283755295420876,"score_spread":0.2440613874935171,"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."}}