{"id":"W4250507643","doi":"10.14322/publons.r2686114","title":"10.14322/publons.r2686114","year":2000,"lang":"en","type":"dataset","venue":"Time to knit","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Construction engineering; 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":[0.0001884793,0.0002957994,0.0003600454,0.00008710971,0.0001790542,0.0002876664,0.0009026159,0.0002009361,0.9986151],"category_scores_gemma":[0.00003319088,0.000252986,0.00006728429,0.0001370628,0.00006884144,0.00008038928,0.0002475426,0.0001222864,0.9971889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004226346,"about_ca_system_score_gemma":0.00007446365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004000475,"about_ca_topic_score_gemma":9.75015e-7,"domain_scores_codex":[0.9984162,0.00005808878,0.0003488405,0.0005072361,0.000269869,0.0003997141],"domain_scores_gemma":[0.9986176,0.00002675144,0.0001018968,0.001006216,0.00005103758,0.0001965178],"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":[0.00004886916,0.00005257043,2.237554e-10,0.00003745953,0.000004922485,0.000002873318,0.000001191742,0.000009027078,0.002077897,3.730276e-7,0.9920949,0.005669945],"study_design_scores_gemma":[0.00008425286,0.00008235574,1.668405e-7,0.00003989549,0.00003549291,0.000006662494,2.341668e-7,0.00000319475,0.0006630268,0.000004428539,0.9987369,0.0003433694],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.00001440341,0.00003323681,1.148361e-7,0.0002202427,0.00001928002,0.0003551077,0.7938149,0.0001034136,0.2054393],"genre_scores_gemma":[1.09308e-7,0.000001318043,0.00003756469,0.00008806779,0.0002666945,0.0001118117,0.4446843,0.00001709535,0.5547931],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.3493538,"threshold_uncertainty_score":0.9999923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009013093500053,"score_gpt":0.1988690799409405,"score_spread":0.1887789490059399,"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."}}