{"id":"W4409656035","doi":"10.31234/osf.io/tcfqf_v1","title":"Video can make science more open, transparent, robust, and reproducible","year":2017,"lang":"en","type":"preprint","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; National Science Foundation","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.08785322,0.001248108,0.001396102,0.005954325,0.002512686,0.01265967,0.00346211,0.005889762,0.02895838],"category_scores_gemma":[0.287066,0.001197126,0.001428739,0.004958505,0.008319881,0.02070921,0.01118623,0.006569158,0.008810039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002215023,"about_ca_system_score_gemma":0.007311826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002613864,"about_ca_topic_score_gemma":0.003331436,"domain_scores_codex":[0.9448254,0.03612253,0.003440064,0.004042922,0.01006159,0.001507423],"domain_scores_gemma":[0.6112364,0.2278429,0.02001471,0.09404834,0.03692669,0.009930925],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002006927,0.0004210345,0.007067448,0.004083334,0.000497246,0.0006795884,0.008601842,0.002531491,0.01400619,0.1826795,0.1852903,0.5921352],"study_design_scores_gemma":[0.0006552125,0.0005433609,0.009611818,0.003605461,0.000270031,0.0003151155,0.003025997,0.003392178,0.01058976,0.408297,0.5592875,0.0004065262],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.02916836,0.01194361,0.6343736,0.1632772,0.02026455,0.002924678,0.01571657,0.01126458,0.1110669],"genre_scores_gemma":[0.1853726,0.0161398,0.7189319,0.02578396,0.0169078,0.005908543,0.009384971,0.004712015,0.01685854],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9965379,"threshold_uncertainty_score":0.4646178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4370597519169414,"score_gpt":0.4676222479523955,"score_spread":0.03056249603545408,"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."}}