{"id":"W6931126160","doi":"10.5281/zenodo.4042984","title":"ANALYSIS OF DEVELOPMENT COOPERATION WITH SHARED AUTHORING ENVIRONMENT IN ACADEMIC SETTING","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Web visibility and informetrics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"","keywords":"Adaptability; Software; Work (physics); Order (exchange); Software development; Element (criminal law)","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005214592,0.0002218763,0.0003346191,0.003833126,0.0008510481,0.001820648,0.0006575497,0.0005633211,0.001964392],"category_scores_gemma":[0.02402031,0.0001350756,0.0003597112,0.003262817,0.0009060256,0.001386303,0.001432337,0.0004161839,0.0004642741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009429174,"about_ca_system_score_gemma":0.0007942697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001222093,"about_ca_topic_score_gemma":0.001115438,"domain_scores_codex":[0.9906716,0.004988864,0.0005507765,0.001140719,0.002087506,0.0005605037],"domain_scores_gemma":[0.9448181,0.036875,0.006126491,0.004148039,0.005804612,0.00222782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001217925,0.0008853109,0.7717672,0.0007128491,0.0002159271,0.003747616,0.05122487,0.01455095,0.01496412,0.01017945,0.002867307,0.1276665],"study_design_scores_gemma":[0.00006727492,0.001223376,0.8564831,0.0001196218,0.0001685863,0.002107834,0.03712397,0.06913249,0.01318864,0.004985241,0.01528017,0.0001197015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9907777,0.0001020847,0.00431587,0.00004517275,0.000005752779,0.00004831718,0.000227206,0.00008916746,0.004388575],"genre_scores_gemma":[0.9966978,0.00003422608,0.002384556,0.000003921074,0.000003471561,0.00003641485,0.0002091027,0.0000170475,0.0006136082],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9981794,"threshold_uncertainty_score":0.0275777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05495368919993487,"score_gpt":0.2481007890316983,"score_spread":0.1931470998317634,"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."}}