{"id":"W4385301312","doi":"10.1371/journal.pone.0289171","title":"Scikick: A sidekick for workflow clarity and reproducibility during extensive data analysis","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"European Social Fund; Lietuvos Mokslo Taryba","keywords":"Workflow; Computer science; Documentation; Software; Software engineering; MIT License; Data science; Programming language; Database","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"],"consensus_categories":[],"category_scores_codex":[0.05846721,0.004315141,0.003784366,0.01040821,0.003832493,0.01224824,0.006902308,0.002988475,0.08632756],"category_scores_gemma":[0.1407283,0.004479893,0.005558643,0.008565503,0.003409997,0.01165225,0.01520943,0.009736081,0.08276302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002125759,"about_ca_system_score_gemma":0.0135726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002770609,"about_ca_topic_score_gemma":0.003707033,"domain_scores_codex":[0.9718492,0.008777137,0.005865442,0.005458004,0.006457102,0.001593126],"domain_scores_gemma":[0.8852152,0.04449192,0.006782886,0.0341817,0.0249651,0.004363186],"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":[0.003312363,0.0002937238,0.00479468,0.006340162,0.001104154,0.0009122366,0.003959944,0.002721134,0.01605261,0.026266,0.7537432,0.1804999],"study_design_scores_gemma":[0.001042936,0.0002944103,0.007504424,0.002964435,0.0005453998,0.0008371031,0.0006367892,0.01977269,0.03512497,0.06193737,0.8684978,0.0008417479],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003593206,0.0008993283,0.3784548,0.001799763,0.00176864,0.001875589,0.03996522,0.5591126,0.0125309],"genre_scores_gemma":[0.01800786,0.00123217,0.591243,0.00220467,0.0005600288,0.009624968,0.08553488,0.2785038,0.01308859],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.9415328,"threshold_uncertainty_score":0.3092079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5514773081749258,"score_gpt":0.4101891014707208,"score_spread":0.141288206704205,"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."}}