{"id":"W3144226429","doi":"10.29173/iasl7540","title":"Breaking Down Barriers","year":2021,"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":"University of Alberta","funders":"","keywords":"The Internet; Curriculum; Information and Communications Technology; Best practice; Pedagogy; Psychology; Sociology; Medical education; Public relations; Political science; Computer science; World Wide Web; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01764837,0.0008427447,0.0008825887,0.002592145,0.01667243,0.01072376,0.003956407,0.003979045,0.03331479],"category_scores_gemma":[0.04909363,0.0006157558,0.001137651,0.003052045,0.01021294,0.01158575,0.01764531,0.008605128,0.004234196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01777238,"about_ca_system_score_gemma":0.06564488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.298758,"about_ca_topic_score_gemma":0.2751543,"domain_scores_codex":[0.9779734,0.005017443,0.001052383,0.002278313,0.00554438,0.0081341],"domain_scores_gemma":[0.9700102,0.008486676,0.001904675,0.003440236,0.01068713,0.005471021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009387828,0.0001906874,0.016672,0.0008612657,0.00006192443,0.002433798,0.1867914,0.0005506859,0.001632532,0.4382809,0.125644,0.226787],"study_design_scores_gemma":[0.00001780995,0.00005569924,0.006184498,0.001667353,0.00004066208,0.0004962786,0.1135438,0.0003761691,0.0004684787,0.04622534,0.8308651,0.00005877001],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1365709,0.0065544,0.05289476,0.1344542,0.004402479,0.001443611,0.0007732247,0.001046897,0.6618596],"genre_scores_gemma":[0.8129037,0.003215577,0.02099625,0.03354358,0.0003239608,0.0008436266,0.0005523354,0.0006301519,0.1269908],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.298758,"threshold_uncertainty_score":0.5940381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02325001588757151,"score_gpt":0.3081242747204751,"score_spread":0.2848742588329036,"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."}}