{"id":"W3165516041","doi":"10.19173/irrodl.v22i2.5225","title":"Museum-Based Distance Learning Programs: Current Practices and Future Research Opportunities","year":2021,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Museums and Cultural Heritage","field":"Arts and Humanities","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distance education; Teleconference; Lifelong learning; Social media; Best practice; Coronavirus disease 2019 (COVID-19); Computer science; Sociology; Pedagogy; Multimedia; World Wide Web; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005797822,0.0001103495,0.0002354139,0.00008389907,0.0006833124,0.001001461,0.0005508017,0.00002791352,0.0009590603],"category_scores_gemma":[0.001718592,0.00007222062,0.0000417864,0.0002120862,0.0005833196,0.0004259106,0.0005805309,0.001308727,0.000005913138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005878404,"about_ca_system_score_gemma":0.0002500896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004557756,"about_ca_topic_score_gemma":0.0004590308,"domain_scores_codex":[0.996857,0.001307198,0.0003386599,0.0002877644,0.0009032045,0.0003061871],"domain_scores_gemma":[0.9974866,0.000823849,0.0002212733,0.0001600814,0.001222185,0.00008602568],"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":[0.0001991176,0.0003876538,0.007123426,0.006877758,0.00007818536,0.0001126087,0.005131668,0.000007604139,0.00003285832,0.5315822,0.006892281,0.4415746],"study_design_scores_gemma":[0.0002688103,0.00008406924,0.0004422337,0.00640435,0.000006066366,0.000006706019,0.0509313,0.0002698653,0.000009212447,0.0005659392,0.9409264,0.00008504108],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1287254,0.5549845,0.00002842278,0.1810476,0.000705706,0.002503571,0.0002376602,0.00007040127,0.1316967],"genre_scores_gemma":[0.7319521,0.2636775,0.00003934856,0.0001304454,0.0004348629,0.000168733,0.0005863906,0.00001473798,0.00299589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9340341,"threshold_uncertainty_score":0.9999542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4501433740544348,"score_gpt":0.4949537530768597,"score_spread":0.04481037902242491,"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."}}