{"id":"W3010736344","doi":"10.5430/ijhe.v9n3p109","title":"The Research-Teaching Nexus and Its Influence on Student Learning","year":2020,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitat de Barcelona","keywords":"Nexus (standard); Context (archaeology); Mathematics education; Higher education; Teaching and learning center; Work (physics); Knowledge management; Pedagogy; Psychology; Teaching method; Computer science; Engineering; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002404276,0.00005001639,0.00005551432,0.00008243405,0.000879522,0.0003901986,0.0004205582,0.00002673861,0.0001380802],"category_scores_gemma":[0.001356095,0.00003807876,0.00002860552,0.000103836,0.00006367116,0.0004166508,0.00004499399,0.0007490484,0.0000428282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001950461,"about_ca_system_score_gemma":0.0003870447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008735256,"about_ca_topic_score_gemma":0.000006804015,"domain_scores_codex":[0.9977229,0.0008299623,0.0002342611,0.0000937677,0.0009928996,0.0001262531],"domain_scores_gemma":[0.998042,0.0007551908,0.0002198151,0.00004105815,0.0007998203,0.0001421256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001468585,0.0004983911,0.01810257,0.000007028606,0.0001840871,0.000009909078,0.1660105,0.001279894,0.0006683613,0.6899229,0.04346762,0.07970195],"study_design_scores_gemma":[0.00010813,0.00009206868,0.07357375,0.0000352791,0.000005761627,0.000002104521,0.01534524,0.0000056527,0.00002128446,0.001270412,0.9094981,0.00004220171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7897884,0.0009839999,0.000007813012,0.1838619,0.00290818,0.00009522995,3.215909e-7,0.00001011766,0.02234406],"genre_scores_gemma":[0.9911957,0.0005701614,0.00004890548,0.001321934,0.002032271,0.000006136498,6.364455e-7,0.000005761077,0.00481853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8660305,"threshold_uncertainty_score":0.6764661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1071565049976334,"score_gpt":0.4955432232538631,"score_spread":0.3883867182562297,"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."}}