{"id":"W4286902175","doi":"10.5281/zenodo.5571272","title":"Journal of Computer Science IJCSIS March 2021 Full Volume","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Volume (thermodynamics); Library science; Computer science; Medicine; Physics; Thermodynamics","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001751537,0.00009759096,0.0001532077,0.0002938095,0.001561441,0.001760814,0.001998264,0.00003213604,0.00246823],"category_scores_gemma":[0.0005012767,0.0000976939,0.00007170578,0.001182175,0.0001520552,0.00067012,0.001968352,0.0003003191,0.002219097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001582915,"about_ca_system_score_gemma":0.00003257698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000461959,"about_ca_topic_score_gemma":5.763584e-8,"domain_scores_codex":[0.9979278,0.0003232963,0.0003226246,0.0003635191,0.000712631,0.000350083],"domain_scores_gemma":[0.9965347,0.0000254169,0.0001851449,0.0004685697,0.002614512,0.0001716498],"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":[0.00003135759,0.000275502,0.0000375525,0.00008777445,0.00008541251,0.0003802658,0.004702882,0.002020003,0.06357112,0.1198056,0.0715847,0.7374179],"study_design_scores_gemma":[0.0001788487,0.0002427336,0.000527948,0.00006598921,0.000003826775,0.0007676023,0.0001400761,0.007911881,0.002562502,0.0001104907,0.9873657,0.0001223547],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01221877,0.0001339477,0.9732603,0.001118561,0.0006598928,0.0000988293,0.000007734227,0.000139367,0.01236255],"genre_scores_gemma":[0.953337,0.00008352474,0.03809725,0.0001859122,0.001122142,1.52076e-8,0.00004098799,0.0005784399,0.006554791],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9411182,"threshold_uncertainty_score":0.9997384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03024923567622029,"score_gpt":0.2441125862770567,"score_spread":0.2138633506008364,"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."}}