{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001991078,0.0002621928,0.000174838,0.001687609,0.002295823,0.003978616,0.0002661782,0.0009021431,0.001714379],"category_scores_gemma":[0.002189286,0.0001653386,0.0001121291,0.0007699464,0.003975858,0.00393109,0.00215525,0.001691269,0.0003309484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003564619,"about_ca_system_score_gemma":0.01031248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01415506,"about_ca_topic_score_gemma":0.03289551,"domain_scores_codex":[0.99852,0.0008421408,0.0001049538,0.0001003755,0.0002085869,0.0002239525],"domain_scores_gemma":[0.9971434,0.0008421388,0.0005490474,0.00006102313,0.0005073993,0.0008968129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001038474,0.0003296138,0.1882517,0.002076054,0.00003080137,0.003039017,0.3732534,0.0006262724,0.00254661,0.1824537,0.02862979,0.2186593],"study_design_scores_gemma":[0.00001352118,0.0002442075,0.1241297,0.003760872,0.00003266524,0.005024494,0.5462949,0.0005790119,0.001951013,0.0148382,0.3030764,0.00005497122],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5813962,0.04113371,0.002823585,0.1373921,0.0003229485,0.00007217658,0.0002291124,0.00005512364,0.2365751],"genre_scores_gemma":[0.9745915,0.01001261,0.002008109,0.00347165,0.00005163473,0.00001616875,0.00003080558,0.000003754986,0.009813737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01415506,"threshold_uncertainty_score":0.02814531,"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."}}