{"id":"W4392809941","doi":"10.25304/rlt.v32.3040","title":"Educators’ understandings of digital classroom tools and datafication: perceptions from higher education faculty","year":2024,"lang":"en","type":"article","venue":"Research in Learning Technology","topic":"Digital literacy in education","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Perception; Pedagogy; Higher education; Sociology; Multimedia; Mathematics education; Psychology; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01908216,0.000346095,0.0006566666,0.002140754,0.01036281,0.01136399,0.001059513,0.002693653,0.003669656],"category_scores_gemma":[0.04053586,0.0005547159,0.0003773315,0.001473925,0.0137104,0.007284994,0.009854103,0.004880559,0.0003220313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004911615,"about_ca_system_score_gemma":0.008262005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01109784,"about_ca_topic_score_gemma":0.009754511,"domain_scores_codex":[0.9878613,0.006028886,0.0008423856,0.0008772316,0.002299223,0.002091088],"domain_scores_gemma":[0.9572372,0.02733688,0.003839957,0.001108333,0.00381403,0.006663507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002622465,0.00008082653,0.02217373,0.00006725031,0.000003915999,0.0002939805,0.9680288,0.00004322469,0.0007435988,0.001932017,0.0002586067,0.006347725],"study_design_scores_gemma":[0.000002908219,0.00006629253,0.004333166,0.00008604742,0.000003576727,0.0001480167,0.9888673,0.00006502471,0.0003459218,0.0003957076,0.005670239,0.00001582943],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925579,0.0003620785,0.0007596271,0.002190403,0.00002473623,0.00002054178,0.0000140419,0.0000107298,0.004059865],"genre_scores_gemma":[0.9984681,0.0002109994,0.0001557007,0.0004116672,0.000006069911,0.00001101228,0.000006400584,0.000005284978,0.0007247118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01908216,"threshold_uncertainty_score":0.1009173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125307062419336,"score_gpt":0.4247710393187095,"score_spread":0.2994639768993735,"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."}}