{"id":"W3151909871","doi":"10.29173/iasl8117","title":"Competencies for Teacher-Librarians: The Malaysian Perspective","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Medical education; Pedagogy; Teacher education; Psychology; Political science; Medicine; Computer 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":[0.0003851642,0.0001165747,0.0001539424,0.00003192994,0.0009532349,0.0003561973,0.0003245032,0.00007043312,0.0004024109],"category_scores_gemma":[0.001432095,0.00008889119,0.0000803342,0.0003152507,0.0005023254,0.0004527332,0.00007061669,0.0001495501,0.00002923108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008091651,"about_ca_system_score_gemma":0.0006521778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000403187,"about_ca_topic_score_gemma":0.0003201011,"domain_scores_codex":[0.9989694,0.00003124287,0.0001448503,0.0002823737,0.0002467968,0.0003253109],"domain_scores_gemma":[0.997646,0.0001403094,0.00007976593,0.00007098106,0.001995404,0.00006753304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004911292,0.00003025913,0.002640761,0.000006672125,0.0000209872,2.200193e-7,0.5552001,2.948661e-8,0.00003218371,0.4261102,0.01515288,0.0008007702],"study_design_scores_gemma":[0.0001097299,0.0000258879,0.004363447,0.00002004947,0.00001654446,0.000001481343,0.8076134,0.00001887093,0.0001239824,0.03128574,0.1563069,0.000113994],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3788151,0.0009101395,0.0002786285,0.1886417,0.000708246,0.0006532463,0.00004205637,0.0002127853,0.4297381],"genre_scores_gemma":[0.9709077,0.0001653269,0.0006145667,0.001081305,0.0005501744,0.0001116037,0.000002801621,0.00000902954,0.02655743],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5920927,"threshold_uncertainty_score":0.7331609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04964827451974482,"score_gpt":0.3296623126771578,"score_spread":0.280014038157413,"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."}}