{"id":"W4362592362","doi":"10.2139/ssrn.4406151","title":"Open Source Scientific Bottle Roller","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Bottle; Open source; Business; Computer science; Engineering; Mechanical engineering; Operating system; Software","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":["open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006243406,0.002126212,0.002499701,0.009582954,0.002343052,0.009550415,0.004504429,0.005291848,0.5763448],"category_scores_gemma":[0.0441023,0.001925086,0.002899315,0.008515609,0.001517272,0.01048313,0.008705782,0.005023473,0.5336264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001329087,"about_ca_system_score_gemma":0.004921168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00147114,"about_ca_topic_score_gemma":0.001520936,"domain_scores_codex":[0.9948619,0.0005068134,0.0003376767,0.0006562985,0.00316595,0.0004713418],"domain_scores_gemma":[0.9689922,0.006627829,0.001136167,0.01340317,0.006244519,0.003596175],"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":[0.0001918372,0.00006174662,0.0001533858,0.0002859568,0.00003851335,0.00009601392,0.00006099158,0.000361796,0.0008964473,0.01374023,0.9138189,0.07029413],"study_design_scores_gemma":[0.00010246,0.0000251693,0.0002481556,0.00009564085,0.00001955316,0.00008777058,0.00002522413,0.002380366,0.001381898,0.04083034,0.9547511,0.00005231204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001712877,0.001217498,0.1370766,0.01287229,0.01533239,0.0007238394,0.09741632,0.4053957,0.3282526],"genre_scores_gemma":[0.01616184,0.001935811,0.1098692,0.004021289,0.006359407,0.001328485,0.1481923,0.1749539,0.5371779],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.9954956,"threshold_uncertainty_score":0.6042926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1835259628824092,"score_gpt":0.4132238108547849,"score_spread":0.2296978479723756,"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."}}