{"id":"W4321849348","doi":"10.12753/2066-026x-13-085","title":"INSPIRED BY THE UNEXPECTED - SERENDIPITOUS LEARNING","year":2013,"lang":"en","type":"article","venue":"eLearning and Software for Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Serendipity; Informal learning; Computer science; Formal learning; Discovery learning; Active learning (machine learning); Futurist; Experiential learning; Psychology; World Wide Web; Artificial intelligence; Epistemology; Mathematics education; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003744916,0.0000907124,0.0000943769,0.00004697085,0.00164373,0.0002195755,0.0001177949,0.00008698596,0.0001604256],"category_scores_gemma":[0.001851086,0.00007280181,0.00003361218,0.0002345003,0.00009525374,0.0002315878,0.00001695831,0.0002770794,0.00003874492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004318925,"about_ca_system_score_gemma":0.0004094344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001878982,"about_ca_topic_score_gemma":0.0001078461,"domain_scores_codex":[0.999029,0.000224615,0.0001315439,0.0001893492,0.0001554503,0.0002700684],"domain_scores_gemma":[0.9991205,0.0003887881,0.0001127565,0.00008306113,0.0002075295,0.00008732268],"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":[0.000004755575,0.0000514302,0.02991633,0.00001419413,0.00001482026,3.678788e-8,0.01244608,0.00003956168,0.0001981592,0.0009637591,0.02434748,0.9320034],"study_design_scores_gemma":[0.0001364381,0.00007413653,0.006815287,0.00002224,0.00001563583,0.000001045529,0.02620736,0.0001266862,0.0000261508,0.0007277305,0.9657091,0.0001381101],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893526,0.001000884,0.001691359,0.005278653,0.0004227998,0.000452416,0.000001333691,0.0003042803,0.001495638],"genre_scores_gemma":[0.9674957,0.00009747341,0.0033779,0.000164155,0.0005814286,0.0001727457,0.00009458273,0.00002152162,0.02799446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9413617,"threshold_uncertainty_score":0.999656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009147429052726362,"score_gpt":0.2937703866138892,"score_spread":0.2846229575611628,"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."}}