{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002189613,0.001454018,0.001464888,0.004003678,0.00143575,0.008439587,0.002133138,0.002362045,0.5193347],"category_scores_gemma":[0.008221,0.0006082556,0.001107805,0.005538875,0.0008007643,0.005356691,0.003119584,0.003993901,0.4688466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001676939,"about_ca_system_score_gemma":0.003087867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001813155,"about_ca_topic_score_gemma":0.001811117,"domain_scores_codex":[0.9975297,0.0003456975,0.000236732,0.0004070586,0.001283808,0.0001970488],"domain_scores_gemma":[0.9934878,0.001398961,0.0002123252,0.001198407,0.002845238,0.0008571675],"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":[0.00005315058,0.00008979975,0.00033546,0.0005485541,0.00001776292,0.0000786943,0.00004702127,0.0002875771,0.001048196,0.006059359,0.7066192,0.2848153],"study_design_scores_gemma":[0.000007870017,0.00002321976,0.0003821347,0.0002756909,0.00000815889,0.0001546318,0.00006257038,0.0008296639,0.0003011302,0.002793265,0.9951516,0.00001016412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003540666,0.02801365,0.02806531,0.01725052,0.03599589,0.0006082269,0.007847719,0.008260636,0.8704174],"genre_scores_gemma":[0.01402706,0.03050595,0.01551795,0.005386582,0.007129508,0.0004551787,0.01748581,0.00252504,0.906967],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5193347,"threshold_uncertainty_score":0.6856108,"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."}}