{"id":"W3138128324","doi":"10.21125/inted.2021.1267","title":"BEYOND PROFESSIONAL NOTICING","year":2021,"lang":"en","type":"article","venue":"INTED proceedings","topic":"Visual and Cognitive Learning Processes","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Human–computer interaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003339825,0.000561543,0.0004382833,0.001238964,0.004501723,0.008013287,0.001220434,0.002599383,0.03065938],"category_scores_gemma":[0.01372876,0.000238894,0.000426306,0.00122837,0.007325296,0.007533556,0.006437934,0.00283285,0.00713691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004794703,"about_ca_system_score_gemma":0.00730949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009836635,"about_ca_topic_score_gemma":0.01532798,"domain_scores_codex":[0.9947681,0.001591785,0.0002476859,0.000862562,0.001852825,0.0006770372],"domain_scores_gemma":[0.9899525,0.002890169,0.001216366,0.001556446,0.002253323,0.002131234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000119456,0.0001149216,0.006168108,0.00112324,0.00001877604,0.0006346147,0.08030225,0.0001766043,0.001958339,0.2541519,0.0879408,0.567291],"study_design_scores_gemma":[0.000006086674,0.00004992936,0.004622576,0.0006769498,0.000008904542,0.001072833,0.01578421,0.000209166,0.0005475993,0.03463932,0.9423528,0.00002964684],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04507632,0.02141322,0.02237934,0.02905952,0.003121217,0.0001046949,0.0002117876,0.0003846423,0.8782493],"genre_scores_gemma":[0.7059788,0.01483068,0.01186154,0.01209456,0.001571056,0.00008558683,0.0003826047,0.0004722523,0.252723],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03065938,"threshold_uncertainty_score":0.1025658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02327423485084044,"score_gpt":0.3539643752791791,"score_spread":0.3306901404283387,"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."}}