{"id":"W4300860888","doi":"10.1007/s11162-022-09718-3","title":"Predicting Research Productivity in STEM Faculty: The Role of Self-determined Motivation","year":2022,"lang":"en","type":"article","venue":"Research in Higher Education","topic":"Motivation and Self-Concept in Sports","field":"Psychology","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Université de Montréal","funders":"SBE Office of Multidisciplinary Activities; National Science Foundation","keywords":"Psychology; Competence (human resources); Likert scale; Higher education; Autonomy; Productivity; Self-determination theory; Social psychology; Collegiality; Pedagogy; Economics; Developmental psychology; Political 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009975318,0.0000963144,0.0001542403,0.0009384294,0.0003425695,0.00003256891,0.000463583,0.00007807615,0.00170148],"category_scores_gemma":[0.000199326,0.00008572331,0.00003033774,0.003038059,0.0001384288,0.0001739239,0.0002097032,0.001318648,0.00002170278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007188665,"about_ca_system_score_gemma":0.000564191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809736,"about_ca_topic_score_gemma":0.00005315224,"domain_scores_codex":[0.9938113,0.003331899,0.0004632852,0.0005012254,0.001361123,0.0005311623],"domain_scores_gemma":[0.9978411,0.0009177349,0.0001298096,0.0006206184,0.0004329838,0.00005775758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008750791,0.001453069,0.9418809,0.00003054441,0.00001075517,0.000002196852,0.02389873,0.0000660696,0.0005055299,0.01457685,0.001915993,0.01557181],"study_design_scores_gemma":[0.0003201434,0.0001402756,0.9230934,0.00002974038,0.00000149497,0.000003619784,0.03320046,0.00005151116,0.0002850364,0.003559342,0.03923623,0.00007877339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731045,0.0002653448,4.101409e-7,0.003746027,0.000666481,0.001296732,0.00000802298,0.00003416224,0.02087831],"genre_scores_gemma":[0.9900474,0.000005022121,0.00004303159,0.00002613654,0.0003006537,0.001692726,0.00004711919,0.00002138577,0.00781654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03732023,"threshold_uncertainty_score":0.9992111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2207237191272458,"score_gpt":0.4584942277921177,"score_spread":0.2377705086648719,"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."}}