{"id":"W7112784407","doi":"","title":"Sparking technological innovation through CASS educational entrepreneurship initiative","year":2024,"lang":"en","type":"article","venue":"Universiti Putra Malaysia Institutional Repository (Universiti Putra Malaysia)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Entrepreneurship; Mindset; Relevance (law); Agile software development; Excellence; Work (physics); Innovation management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003071362,0.000303858,0.0001677583,0.0007689133,0.002542189,0.004064944,0.0007842324,0.001005623,0.0109917],"category_scores_gemma":[0.004982343,0.0001662371,0.0003578245,0.0004161349,0.001782245,0.001372558,0.008716924,0.00196083,0.002146602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002075872,"about_ca_system_score_gemma":0.007617348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008217765,"about_ca_topic_score_gemma":0.003868875,"domain_scores_codex":[0.9981108,0.0004653744,0.00006388486,0.0001447867,0.0006520511,0.000563111],"domain_scores_gemma":[0.991577,0.001804103,0.0003628125,0.0005589529,0.0007513203,0.004945781],"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":[0.001038638,0.003986334,0.04313583,0.0009597114,0.00004299647,0.003150754,0.03759846,0.001209919,0.02504761,0.1035349,0.3131931,0.4671017],"study_design_scores_gemma":[0.0002417362,0.001162224,0.0268885,0.0003637704,0.00004281722,0.00161536,0.01410651,0.002441777,0.01931338,0.02472936,0.9090162,0.00007833996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5164502,0.0007207853,0.01098588,0.03110513,0.001996984,0.0006209372,0.0002216902,0.001524987,0.4363734],"genre_scores_gemma":[0.8266559,0.001146012,0.0318436,0.003420684,0.0005386002,0.0006424382,0.0004546702,0.0001955154,0.1351026],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0109917,"threshold_uncertainty_score":0.03677088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01797753021233212,"score_gpt":0.2104439622115578,"score_spread":0.1924664319992257,"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."}}