{"id":"W3204689088","doi":"10.29121/granthaalayah.v9.i9.2021.4267","title":"TEACHING RESEARCH METHODOLOGY (TRM) AND SUPERVISING RESEARCH WORK (SRW): CONCEPTIONS, DIFFICULTIES, AND PRACTICES OF LEBANESE UNIVERSITY INSTRUCTORS","year":2021,"lang":"en","type":"article","venue":"International Journal of Research -GRANTHAALAYAH","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alexandria University; Université Libanaise; Conservatoire National des Arts et Métiers; Agence Universitaire de la Francophonie","keywords":"Diversification (marketing strategy); Variety (cybernetics); Medical education; Work (physics); Face (sociological concept); Best practice; Subject (documents); Psychology; Pedagogy; Medicine; Sociology; Engineering; Computer science; Management; Library science; Social science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.08202147,0.0001177303,0.0003302748,0.001711017,0.001769274,0.0004819925,0.001082344,0.000197019,0.0002217342],"category_scores_gemma":[0.06464845,0.0001137078,0.00009051606,0.001132411,0.003199169,0.0017908,0.0007403498,0.003361897,0.000005849548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004829902,"about_ca_system_score_gemma":0.00180621,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01030843,"about_ca_topic_score_gemma":0.002220762,"domain_scores_codex":[0.9599054,0.03320083,0.0005684537,0.0003874541,0.005354697,0.0005830949],"domain_scores_gemma":[0.960944,0.02895732,0.0006227616,0.000226569,0.008936657,0.000312719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.003443934,0.001289704,0.3472574,0.000290694,0.001389306,0.003274427,0.2455681,0.00008865185,0.02415931,0.174985,0.009326406,0.1889271],"study_design_scores_gemma":[0.002903444,0.0006178277,0.065616,0.001374702,0.00006172044,0.0008144384,0.5563312,0.00009733794,0.001233735,0.008047703,0.3625824,0.0003194826],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555231,0.003310215,0.00005550654,0.03641798,0.0004693688,0.0001875513,0.0000117761,0.00001253774,0.004011959],"genre_scores_gemma":[0.979587,0.007881904,0.009656514,0.00001630318,0.0007074694,0.000001446557,0.00000496986,0.00001504256,0.002129414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.353256,"threshold_uncertainty_score":0.9995303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.57924409973826,"score_gpt":0.6206967431493542,"score_spread":0.04145264341109423,"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."}}