{"id":"W7071771822","doi":"","title":"Successful, small scale, manufacturing from five European island regions","year":2005,"lang":"en","type":"book","venue":"OAR@UM (University of Malta)","topic":"QR Code Applications and Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; European commission; Technical university; European community; Commission; European union","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001072678,0.0002532264,0.0003419837,0.0002919209,0.0002978192,0.00006474055,0.002905033,0.0002419798,0.0001226162],"category_scores_gemma":[0.000004314908,0.0003106335,0.0001742357,0.000129802,0.0002506861,0.0002842821,0.001452057,0.0004154885,0.0003377105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001139138,"about_ca_system_score_gemma":0.0001139861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004467801,"about_ca_topic_score_gemma":0.001847774,"domain_scores_codex":[0.998664,0.00004188263,0.0001521618,0.00065781,0.000223768,0.0002603423],"domain_scores_gemma":[0.9981671,0.00008097725,0.0003148185,0.00127125,0.00008099392,0.00008487427],"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":[0.0000430265,0.0002973924,0.0002800499,0.000196247,0.0005065658,0.0005785043,0.003088024,0.0002409199,0.0001918433,0.1173027,0.2967657,0.5805091],"study_design_scores_gemma":[0.0005254166,0.00007121802,0.004912388,0.0002037422,0.0001017885,0.00001178276,0.0003880803,0.001045567,0.0001925992,0.01115921,0.9807702,0.0006179614],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01487603,0.0004365486,0.206136,0.003425668,0.0001470929,0.000368124,0.0002201397,0.0007632105,0.7736272],"genre_scores_gemma":[0.02675917,0.00115127,0.1230078,0.0001540584,0.0002250575,0.000001097351,0.000182052,0.00005392267,0.8484656],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6840046,"threshold_uncertainty_score":0.9999346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178081009256555,"score_gpt":0.1706956884409949,"score_spread":0.1589148783484294,"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."}}