{"id":"W2979583321","doi":"10.29173/iasl7181","title":"Challenges for School Libraries in the digital age: A study on the knowledge seeking pattern among male and female students in Sri Lanka","year":2018,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Gender and Technology in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sri lanka; Electronic media; Medical education; Psychology; Print media; Medicine; Advertising; Sociology; Socioeconomics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009063029,0.000116473,0.000123591,0.0001070817,0.0003518596,0.0006471378,0.0006163917,0.00009713192,0.00001323031],"category_scores_gemma":[0.0005519519,0.00007666698,0.00001693415,0.0002283443,0.000441166,0.0004842859,0.0001223774,0.0002297404,0.00001254733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002796338,"about_ca_system_score_gemma":0.00007600769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001809463,"about_ca_topic_score_gemma":0.00311751,"domain_scores_codex":[0.9990148,0.00004171807,0.0001521582,0.0002852538,0.0002229327,0.0002831472],"domain_scores_gemma":[0.9994852,0.0001728168,0.00006244162,0.00008773019,0.0001546536,0.00003719223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000538547,0.0001531036,0.4787689,0.000006630885,0.000004522483,6.357142e-7,0.5162837,2.549728e-9,8.301175e-7,0.001408101,0.00005243168,0.003315783],"study_design_scores_gemma":[0.000143559,0.0001672693,0.4411543,0.00003335687,0.000003389956,5.344671e-7,0.5554997,0.000003118993,0.000005930844,0.002510966,0.0004194118,0.00005850664],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783226,0.00007934961,0.000003652021,0.003200341,0.00008410669,0.0009182924,0.000003897656,0.0000393885,0.01734833],"genre_scores_gemma":[0.9992153,0.00002778698,0.000005522947,0.0001085152,0.0001562757,0.0002961245,8.947662e-7,0.00000580493,0.0001837486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03921597,"threshold_uncertainty_score":0.6240364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08746933823798125,"score_gpt":0.3564710505736959,"score_spread":0.2690017123357146,"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."}}