{"id":"W6949957084","doi":"10.5281/zenodo.5115299","title":"A Replication Package For The Paper \"Improved Retrieval of Programming Solutions with Code Examples Using a Multi-featured Score\"","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Plant Disease Management Techniques","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; University of Saskatchewan; Dalhousie University","funders":"","keywords":"Code (set theory); Task (project management); Set (abstract data type); Mean reciprocal rank; Ranking (information retrieval); Word (group theory); Learning to rank; Semantics (computer science); Sentence","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006224633,0.003617316,0.002775359,0.005960713,0.001614984,0.006452445,0.007237624,0.003600153,0.6662779],"category_scores_gemma":[0.06876902,0.001458717,0.004953953,0.007112531,0.0009869932,0.004838771,0.007504807,0.003118484,0.3684407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001700384,"about_ca_system_score_gemma":0.005804013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0074735,"about_ca_topic_score_gemma":0.00735656,"domain_scores_codex":[0.9942145,0.00119665,0.0005198036,0.001118029,0.002457047,0.0004940012],"domain_scores_gemma":[0.9620876,0.01052007,0.001610492,0.01188151,0.01211364,0.001786679],"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":[0.0001998972,0.00007537379,0.0001753336,0.00121084,0.00009297166,0.00004729221,0.0000322085,0.0002823124,0.0007194172,0.001605777,0.9741136,0.021445],"study_design_scores_gemma":[0.0008675502,0.000129301,0.001771145,0.0007280983,0.0001030289,0.0001728468,0.0000562809,0.002877253,0.002362308,0.009873707,0.9809117,0.0001467957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001870074,0.002600963,0.09740851,0.01643564,0.04885799,0.003348385,0.5666233,0.1902122,0.07264298],"genre_scores_gemma":[0.01859523,0.003172158,0.1489032,0.0112086,0.009716402,0.009102285,0.546077,0.08394033,0.1692849],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9937754,"threshold_uncertainty_score":0.476014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1032446381065461,"score_gpt":0.2626652214595278,"score_spread":0.1594205833529816,"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."}}