{"id":"W4391626634","doi":"","title":"The Discovery Power of Staying Open","year":2017,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University","funders":"","keywords":"Power (physics); Computer science; Data science; Physics","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":[0.3504826,0.002516383,0.008905208,0.02029128,0.007589528,0.01716443,0.008164033,0.007850045,0.01498771],"category_scores_gemma":[0.6749039,0.002926445,0.003665611,0.01444086,0.04124122,0.02310294,0.03208543,0.01050614,0.00343396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006274863,"about_ca_system_score_gemma":0.02379913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002292407,"about_ca_topic_score_gemma":0.001726281,"domain_scores_codex":[0.5071945,0.3459702,0.02279202,0.05868648,0.0599785,0.005378379],"domain_scores_gemma":[0.2474733,0.5497326,0.03151093,0.1302417,0.03560907,0.005432246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001394002,0.0002659312,0.009234717,0.008219337,0.001660597,0.001456015,0.07421564,0.00198022,0.001633942,0.6876729,0.0220073,0.1902595],"study_design_scores_gemma":[0.001022798,0.0003662725,0.002155802,0.004288794,0.0004411429,0.000794417,0.01211965,0.01001633,0.001442286,0.8975809,0.06950039,0.000271304],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05163119,0.004694852,0.8062579,0.0363513,0.005114701,0.0207884,0.00319581,0.002316102,0.06964978],"genre_scores_gemma":[0.3961237,0.001204154,0.5075172,0.005929901,0.0009366703,0.08322304,0.0006542088,0.0006982295,0.003712943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.991836,"threshold_uncertainty_score":0.8009706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5032668214490537,"score_gpt":0.6727864500600926,"score_spread":0.169519628611039,"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."}}