{"id":"W3127534900","doi":"10.29173/iasl7562","title":"Information Needs of Learning at Emzamweni High School, Inadi, South Africa","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service-learning; Medical education; Information needs; Service (business); Pedagogy; Geography; Psychology; Library science; Medicine; Computer science; Business","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":[0.001176815,0.0003035655,0.0005024634,0.001447704,0.005226731,0.002620452,0.0004674011,0.000796949,0.004766958],"category_scores_gemma":[0.003906484,0.0003858706,0.0001558493,0.001459203,0.001103359,0.001998655,0.001796931,0.0009913684,0.0005885325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002840297,"about_ca_system_score_gemma":0.003936899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02409118,"about_ca_topic_score_gemma":0.05351333,"domain_scores_codex":[0.9990284,0.000243385,0.0000644801,0.00007371869,0.0001551352,0.0004348808],"domain_scores_gemma":[0.9976622,0.0006678606,0.0005363458,0.00004342588,0.0003481432,0.0007420499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009205384,0.0003766592,0.2280025,0.0003977464,0.00001336909,0.003026862,0.7295907,0.0001082454,0.003136708,0.0008364199,0.001379753,0.03303898],"study_design_scores_gemma":[0.000005859436,0.0002299504,0.1146807,0.000129877,0.000008422073,0.0003918824,0.8766584,0.0001135938,0.0005535054,0.0001627254,0.007046919,0.0000182482],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983994,0.0000668432,0.00002637705,0.0004041613,0.000002160527,0.00002409046,0.00005285742,0.000002501134,0.001021486],"genre_scores_gemma":[0.9971603,0.0002673014,0.0001425644,0.0001359384,0.000002845533,0.00005076121,0.00004923775,0.000002574008,0.002188442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02409118,"threshold_uncertainty_score":0.04790193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03106542047345198,"score_gpt":0.2920428926983613,"score_spread":0.2609774722249093,"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."}}