{"id":"W7132063912","doi":"","title":"Spark Education: Service Innovation and Exploration in Edutech","year":2022,"lang":"en","type":"other","venue":"CEIBS Institutional Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Casa","funders":"","keywords":"SPARK (programming language); Excellence; Government (linguistics); Big data; Service (business); Higher education","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003125299,0.0003401468,0.0002812921,0.001668842,0.0003420448,0.00008122534,0.0002573702,0.0003134516,0.001239807],"category_scores_gemma":[0.0001096458,0.0004116403,0.00003145858,0.002068376,0.000175507,0.0004567258,0.000170679,0.0005231338,0.0004093094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001309585,"about_ca_system_score_gemma":0.002863642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007671728,"about_ca_topic_score_gemma":0.0004927506,"domain_scores_codex":[0.9977596,0.0001413865,0.0005437832,0.0006612153,0.0006788173,0.0002151859],"domain_scores_gemma":[0.998744,0.00002975933,0.000468018,0.0004736543,0.0002207209,0.00006380825],"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":[0.00008047853,0.0006303719,0.003334302,0.0004379791,0.00008221048,0.00008434118,0.0004026421,0.0004663291,0.002622172,0.2059691,0.7835106,0.002379492],"study_design_scores_gemma":[0.0003769304,0.0000205287,0.002458735,0.0003181748,0.00002805312,0.0002098272,0.000269777,0.00005321344,0.0001250971,0.001124858,0.9945861,0.0004287222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005231625,0.002517827,0.00008219789,0.0002917287,0.003275116,0.0008135008,0.00008428989,0.0003830738,0.9873207],"genre_scores_gemma":[0.09306311,0.0001893479,0.003439592,0.002004304,0.005081864,0.002714404,0.007490364,0.001352598,0.8846644],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2110755,"threshold_uncertainty_score":0.9998335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02338772447624603,"score_gpt":0.2671873823337685,"score_spread":0.2437996578575224,"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."}}