{"id":"W7135283716","doi":"","title":"25 years of NAPD","year":2023,"lang":"en","type":"other","venue":"Cork Open Research Archive (University College Cork, Ireland)","topic":"Education, Technology, and Ethics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irish; Quarter (Canadian coin); State (computer science); Foundation (evidence); Foundation Stage","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":[0.004373111,0.0009084265,0.0006044178,0.001597546,0.004932068,0.009504472,0.001514588,0.002510805,0.2968458],"category_scores_gemma":[0.007068382,0.000333018,0.0006927486,0.001202713,0.002339674,0.004686967,0.01099848,0.004832202,0.1529482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00837068,"about_ca_system_score_gemma":0.0130224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01716252,"about_ca_topic_score_gemma":0.03140219,"domain_scores_codex":[0.9967875,0.0005552114,0.0001182494,0.0004315367,0.001289072,0.0008184131],"domain_scores_gemma":[0.9958282,0.0001992066,0.00008512018,0.0003122744,0.001004618,0.002570549],"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":[0.00003528458,0.00002774337,0.0001779364,0.00008244106,0.000003145279,0.0001075646,0.0002405391,0.00005213454,0.00006649795,0.02988552,0.9416718,0.02764924],"study_design_scores_gemma":[8.627092e-7,0.00000276618,0.00007642793,0.00003302288,2.259841e-7,0.00001574518,0.00006491355,0.0000038192,0.000009441132,0.0005185188,0.9992726,0.000001551853],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001598917,0.01158039,0.0009708015,0.06893041,0.07268611,0.0001235258,0.002494567,0.0003511744,0.8412641],"genre_scores_gemma":[0.007012159,0.003718689,0.0004255789,0.01504231,0.003926651,0.00008150214,0.0009221265,0.0003458374,0.9685251],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2968458,"threshold_uncertainty_score":0.9930482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07205543292009155,"score_gpt":0.3327728994682415,"score_spread":0.26071746654815,"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."}}