{"id":"W6967962887","doi":"10.5281/zenodo.1155844","title":"Open Lab Notebooks: An Extreme Open Science Initiative - Rachel Harding Presentation - 2 Years Of Open Notebooking; Lessons Learnt From Labscribbles","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; Dysgeusia; TSG101; Diafiltration; Triacetin; Liquation; Emperipolesis; Durvalumab","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.00629853,0.000959981,0.0005059256,0.0009565481,0.005644338,0.01184908,0.002085966,0.003148901,0.1835775],"category_scores_gemma":[0.007698532,0.000501418,0.0004512908,0.0008856948,0.001536146,0.00772783,0.007032034,0.006653301,0.0838347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002598856,"about_ca_system_score_gemma":0.005025857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005054025,"about_ca_topic_score_gemma":0.01713824,"domain_scores_codex":[0.9978719,0.0002423942,0.00005131599,0.0002443074,0.001347712,0.0002423236],"domain_scores_gemma":[0.9896867,0.001343208,0.0001765352,0.0005757343,0.002633461,0.00558442],"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":[0.00001700492,0.0000541099,0.00003984821,0.00001327112,5.744301e-7,0.00003587247,0.0001928001,0.000031061,0.0002250592,0.002078387,0.9675811,0.02973087],"study_design_scores_gemma":[0.000006325409,0.0000239682,0.0001371947,0.00002924633,7.790405e-7,0.00003885666,0.0004031229,0.00005072003,0.0002309265,0.001499484,0.9975693,0.000009960038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006859667,0.007606606,0.0512877,0.2355489,0.08752581,0.0005603656,0.001531366,0.01216156,0.5969179],"genre_scores_gemma":[0.006399347,0.001554025,0.006072366,0.005030532,0.003634355,0.0001130098,0.0005440799,0.001621657,0.9750307],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.997914,"threshold_uncertainty_score":0.6141281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3257457568246087,"score_gpt":0.4046849513739505,"score_spread":0.07893919454934184,"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."}}