{"id":"W4245320720","doi":"10.1016/b978-0-12-823572-0.00005-9","title":"Conclusions and Future Directions","year":2021,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Key (lock); State (computer science); Computer science; Data science; Management science; Psychology; Engineering; Computer security; Algorithm","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002067415,0.0001709701,0.0002568741,0.00005155594,0.00106263,0.0001018853,0.0001219511,0.0004011653,0.001174524],"category_scores_gemma":[0.00002234322,0.0001790613,0.0001572352,0.00002116077,0.0003924607,0.00003303829,0.00008498009,0.0003676185,0.00004880259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001117451,"about_ca_system_score_gemma":0.0005243776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007958351,"about_ca_topic_score_gemma":0.000907497,"domain_scores_codex":[0.9990457,0.00005395283,0.0001780204,0.0002714134,0.0002633096,0.0001875706],"domain_scores_gemma":[0.9992755,0.00006539209,0.00009663044,0.0002046844,0.0001515882,0.0002061914],"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":[3.08082e-7,0.000003245035,0.00000523307,0.000007164109,0.00002415193,0.000002582699,0.01236724,5.819048e-9,3.426517e-7,0.307328,0.0001931286,0.6800686],"study_design_scores_gemma":[0.00004857588,0.0000052227,0.00003545018,0.00004907532,0.00005886949,0.000002279619,0.003204601,6.498549e-7,8.783874e-8,0.006229047,0.9901687,0.000197431],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004748481,0.00451578,5.344468e-7,0.002538143,0.002042436,0.0002489014,0.00004110043,0.00007800308,0.9904876],"genre_scores_gemma":[0.0001089288,0.007804801,0.0001729677,0.0007242552,0.001850384,0.00001452578,0.00003488703,0.00002973689,0.9892595],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9899756,"threshold_uncertainty_score":0.9997385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01812876532664661,"score_gpt":0.2916585506112903,"score_spread":0.2735297852846437,"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."}}