{"id":"W4392639668","doi":"10.1007/979-8-8688-0199-0_4","title":"GPIO","year":2024,"lang":"en","type":"book-chapter","venue":"Maker Innovations Series","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep Society","funders":"","keywords":"Computer science; Interface (matter); Programming language; Code (set theory); Operating system; Program code; Embedded system; Set (abstract data type)","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":[0.0003166551,0.001252426,0.0005269492,0.001258874,0.0006453386,0.002646484,0.001355031,0.001018691,0.3893016],"category_scores_gemma":[0.001565393,0.0005593722,0.000638417,0.001473008,0.0004198692,0.003185345,0.001788685,0.002162791,0.2600935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006673364,"about_ca_system_score_gemma":0.0004425928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007069589,"about_ca_topic_score_gemma":0.0008017955,"domain_scores_codex":[0.9996144,0.00003384476,0.0000131988,0.00007431796,0.0002301667,0.00003397275],"domain_scores_gemma":[0.999673,0.00008297907,0.00001363299,0.00007118224,0.0001266677,0.00003261398],"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":[0.00007802818,0.00003113851,0.0001075221,0.0005000025,0.000007924285,0.0001715978,0.0002794013,0.0004461953,0.003667902,0.05257075,0.6402371,0.3019024],"study_design_scores_gemma":[0.000005612461,0.000006283033,0.00007145658,0.00005060419,0.000002436005,0.0001579545,0.00001274301,0.0002419142,0.0009619144,0.004034218,0.9944476,0.000007264075],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001238703,0.002678871,0.1096151,0.001098866,0.001489584,0.0001703349,0.00391176,0.05089438,0.8289024],"genre_scores_gemma":[0.01136734,0.003314736,0.05424876,0.00166481,0.0004926089,0.0002776658,0.007749918,0.03096004,0.8899242],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3893016,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086465283835206,"score_gpt":0.2021160084505316,"score_spread":0.1912513556121795,"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."}}