{"id":"W3127682801","doi":"10.29173/iasl7581","title":"Information Seeking Behaviours of Educators","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Information seeking; Social media; Psychology; Access to information; Work (physics); Mathematics education; Pedagogy; Computer science; Information access; World Wide Web; Engineering","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":[0.0003740477,0.00008010079,0.0001343019,0.00008646341,0.0002124309,0.000149231,0.0001673002,0.00009523908,0.0002820875],"category_scores_gemma":[0.0005244431,0.00008411864,0.00004781792,0.0004011386,0.0001224005,0.001437829,0.00005393422,0.0001777452,0.00002335018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003442901,"about_ca_system_score_gemma":0.001088632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003500701,"about_ca_topic_score_gemma":0.00008549271,"domain_scores_codex":[0.9990584,0.00001814761,0.0002228129,0.0001016128,0.0003569207,0.0002420895],"domain_scores_gemma":[0.9981816,0.00002532249,0.0001631785,0.00004284064,0.001492658,0.00009434011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001084937,0.00008464051,0.1022821,0.00006212419,0.00001608679,0.000001530263,0.746136,8.144213e-7,0.0003497158,0.03997823,0.002178677,0.1088993],"study_design_scores_gemma":[0.0001368426,0.00004204587,0.007871701,0.00009489563,0.00002240155,0.000003288668,0.8727962,0.00002424166,0.002022931,0.001088803,0.1157268,0.0001697901],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712318,0.00002976964,0.00009096912,0.00205983,0.0001774493,0.0000692301,0.00001091762,0.00006056455,0.02626946],"genre_scores_gemma":[0.9978952,0.00003319095,0.001068373,0.00009677983,0.0001339564,0.000004542568,0.00001249289,0.000004298536,0.0007511522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1266603,"threshold_uncertainty_score":0.3430259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01890692468409528,"score_gpt":0.3090611511330448,"score_spread":0.2901542264489495,"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."}}