{"id":"W4229541287","doi":"10.14322/publons.r792557","title":"10.14322/publons.r792557","year":2000,"lang":"en","type":"dataset","venue":"Time to knit","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Flywheel; Propeller; Pendulum; Engineering; Computer science; Mechanical engineering; Marine engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009383197,0.000383174,0.0003827366,0.0001989346,0.00005001121,0.00008948932,0.000629972,0.0002956863,0.9926535],"category_scores_gemma":[0.00002214363,0.0003929383,0.0001032359,0.0001985721,0.00002264893,0.00005893105,0.0000691887,0.0003832367,0.9902083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006353969,"about_ca_system_score_gemma":0.00002485798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005621563,"about_ca_topic_score_gemma":0.000001116892,"domain_scores_codex":[0.9986752,0.00002028328,0.0003021793,0.0003251646,0.0002542725,0.0004228911],"domain_scores_gemma":[0.9988664,0.00003244463,0.00002573197,0.0008328492,0.00002941551,0.0002131587],"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":[0.000006445993,0.00001527368,9.118812e-10,0.00005359666,0.0000418851,0.0000237286,0.000001635584,0.006394735,0.000001906994,8.246072e-8,0.8787788,0.1146819],"study_design_scores_gemma":[0.00004250715,0.00004709057,2.674558e-7,0.00006321994,0.00003978312,0.00001294589,1.185967e-7,0.0005295807,0.00002741275,0.000001625164,0.9987664,0.0004690878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[2.979927e-7,0.0002569692,0.00000971223,0.00001663345,0.00002306608,0.0001849192,0.7084439,0.0002165159,0.290848],"genre_scores_gemma":[5.946106e-8,0.00001056556,0.00004125762,0.00002073116,0.0001836607,0.00002247691,0.4552158,0.00003732806,0.5444681],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.2536201,"threshold_uncertainty_score":0.9998522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006137398354562121,"score_gpt":0.170950564422399,"score_spread":0.1648131660678369,"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."}}