{"id":"W6949259311","doi":"10.5281/zenodo.1233347","title":"Open Notebook Science: Sharing Research To Build Communities And Collaborations With Researchers, Funders And Patients","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Evening; The Internet; Association (psychology)","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":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.07111733,0.001564147,0.001378126,0.006068979,0.005964387,0.01722036,0.004769655,0.007391803,0.2253845],"category_scores_gemma":[0.1006044,0.001469901,0.001713821,0.00496892,0.006554732,0.01637146,0.03359284,0.008566285,0.06340343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003871126,"about_ca_system_score_gemma":0.03239683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003119931,"about_ca_topic_score_gemma":0.01135688,"domain_scores_codex":[0.9682578,0.01620403,0.001493691,0.001808467,0.009383225,0.002852684],"domain_scores_gemma":[0.7657419,0.08703715,0.008733353,0.03308432,0.01972113,0.08568209],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001358952,0.00005613337,0.0002420418,0.0003896127,0.00003849159,0.00006607363,0.001036842,0.00007400651,0.0003102856,0.01561294,0.8812193,0.1008184],"study_design_scores_gemma":[0.0001493597,0.00006844207,0.0006926417,0.0003303284,0.00002308183,0.00007185736,0.001344586,0.0001732199,0.0003766184,0.04435986,0.9523516,0.00005835437],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005531207,0.01580956,0.1534717,0.3732296,0.07860472,0.003720599,0.015624,0.02480308,0.3292056],"genre_scores_gemma":[0.07293978,0.01342451,0.2263328,0.069313,0.0310122,0.007998787,0.01575094,0.01235111,0.5508767],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9952303,"threshold_uncertainty_score":0.7539862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3142902287345084,"score_gpt":0.4354626436136968,"score_spread":0.1211724148791884,"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."}}