{"id":"W4385970542","doi":"10.11647/obp.0356.11","title":"11. Serendipity: Becoming a Specialist in Online Learning","year":2023,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Serendipity; Disappointment; Kindness; Flexibility (engineering); Psychology; Innovator; Aesthetics; Social psychology; Epistemology; Art; Management; Political science; Philosophy; Law; Economics; Entrepreneurship","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0004633083,0.0005336219,0.0002746643,0.0006173489,0.002868468,0.005748001,0.0005647698,0.001925567,0.04448931],"category_scores_gemma":[0.001101037,0.0002941253,0.0002972548,0.0006445561,0.001158633,0.006469209,0.00305695,0.004167433,0.03036393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009096555,"about_ca_system_score_gemma":0.001923919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001298348,"about_ca_topic_score_gemma":0.006698944,"domain_scores_codex":[0.9996096,0.00007594611,0.0000142973,0.00006173492,0.0001534313,0.00008487476],"domain_scores_gemma":[0.9995068,0.0001325505,0.00002319982,0.00002129465,0.00008677589,0.0002293392],"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":[0.00003070784,0.0001233346,0.0007699301,0.0004098504,0.000003683021,0.001373553,0.02058654,0.0001157367,0.00126611,0.09506815,0.6994084,0.1808441],"study_design_scores_gemma":[0.000001690579,0.00002835261,0.0004553453,0.0002200194,0.000001338099,0.001034175,0.00279271,0.00004958543,0.0001258422,0.003365267,0.9919183,0.000007349222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004448273,0.01269295,0.001535587,0.01110057,0.004884214,0.00005591195,0.00006476351,0.0001999256,0.9650179],"genre_scores_gemma":[0.01329172,0.006093929,0.001112497,0.005519076,0.0006092673,0.00003091631,0.00006341805,0.00009636764,0.9731828],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04448931,"threshold_uncertainty_score":0.1488315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06642980098350545,"score_gpt":0.3441495525203733,"score_spread":0.2777197515368679,"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."}}