{"id":"W3148208368","doi":"10.29173/iasl7653","title":"Future in Focus","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":"University of Alberta","funders":"","keywords":"Curriculum; Focus (optics); Pedagogy; Medical education; Sociology; Engineering ethics; Political science; Library science; Engineering; Computer science; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002594179,0.0006024623,0.0003850816,0.001156887,0.00433302,0.005827119,0.001681865,0.002268475,0.4238474],"category_scores_gemma":[0.004519039,0.0001993239,0.0005055797,0.001269516,0.001101002,0.004801463,0.006024156,0.002134057,0.1121243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003656994,"about_ca_system_score_gemma":0.00921778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005878853,"about_ca_topic_score_gemma":0.01385094,"domain_scores_codex":[0.9985623,0.000364721,0.00004145694,0.0002015288,0.0003864066,0.0004436594],"domain_scores_gemma":[0.9966862,0.0003336483,0.0001087281,0.0002656392,0.0008062581,0.001799599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001087785,0.00009988307,0.001487389,0.0004006965,0.000007246341,0.00039557,0.003932551,0.00009284989,0.0004703867,0.08132881,0.6508741,0.2608018],"study_design_scores_gemma":[0.000003771444,0.00001446115,0.0004892407,0.0001457031,0.000001983403,0.00009798241,0.001485201,0.000009036049,0.00005100903,0.002152494,0.9955467,0.000002559294],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003438607,0.006566519,0.002119564,0.03614691,0.007860162,0.000170551,0.001123257,0.0003070108,0.9422675],"genre_scores_gemma":[0.03840846,0.007499907,0.002707241,0.01109932,0.002321885,0.0004057385,0.001984034,0.000277117,0.9352962],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4238474,"threshold_uncertainty_score":0.8218117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01960192515555676,"score_gpt":0.3057909609008508,"score_spread":0.286189035745294,"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."}}