{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.08845405,0.0003412355,0.0003892236,0.002330027,0.003554785,0.006857105,0.001311337,0.001430719,0.0007436873],"category_scores_gemma":[0.1057181,0.0004511214,0.000355483,0.001284361,0.01018724,0.003414961,0.004063031,0.002021438,0.0002158934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00478061,"about_ca_system_score_gemma":0.01212426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002057084,"about_ca_topic_score_gemma":0.001728475,"domain_scores_codex":[0.8769962,0.09898432,0.006528168,0.003119686,0.01231045,0.002061265],"domain_scores_gemma":[0.8565658,0.09057221,0.02026284,0.008845435,0.0176985,0.006055181],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001147186,0.0003188492,0.065359,0.001435352,0.00004719164,0.001268112,0.6762186,0.000343874,0.009490384,0.02128071,0.00155676,0.2225664],"study_design_scores_gemma":[0.00006905058,0.000995954,0.07731433,0.003870296,0.00006339019,0.007069687,0.7564734,0.002871865,0.006468734,0.02385758,0.1206709,0.0002747671],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8927241,0.008087756,0.06322442,0.01495764,0.0002138042,0.0006231421,0.00002646172,0.0001800664,0.01996256],"genre_scores_gemma":[0.9733829,0.001482803,0.02259753,0.0007816022,0.00005294613,0.0002473696,0.00001365371,0.00003339143,0.001407912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9115459,"threshold_uncertainty_score":0.4677953,"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."}}