{"id":"W4236181427","doi":"10.14322/publons.r3087741","title":"10.14322/publons.r3087741","year":2000,"lang":"en","type":"dataset","venue":"Time to knit","topic":"Information Technology and Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Philosophy","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000571792,0.0001541359,0.0002061761,0.0002746419,0.0006335593,0.00009363524,0.0006829745,0.0006176144,0.9960724],"category_scores_gemma":[0.0003873791,0.0001656955,0.00006417259,0.0003596272,0.0001750489,0.0001706089,0.00006828228,0.0005313067,0.9960039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007613614,"about_ca_system_score_gemma":0.0002104135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003949324,"about_ca_topic_score_gemma":0.00001001911,"domain_scores_codex":[0.9987909,0.0001174189,0.0002261729,0.0001821899,0.0003097761,0.0003735374],"domain_scores_gemma":[0.9992859,0.00007815499,0.0001140446,0.000347179,0.00005964087,0.0001151221],"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":[0.00001067011,0.00001108273,6.431331e-9,0.000005995942,0.00001139527,0.000003017288,0.00006866951,0.000005532414,2.076834e-8,0.000007180076,0.9111395,0.08873696],"study_design_scores_gemma":[0.0000630801,0.00003680361,5.064668e-7,0.00002344351,0.00001904086,0.000001351728,0.00001778318,0.000001373961,4.514338e-7,0.00001113646,0.9996171,0.0002079289],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.064064e-7,0.00002148179,9.400093e-8,0.0004935573,0.000009409493,0.000143424,0.3603571,0.0001726541,0.6388019],"genre_scores_gemma":[6.451973e-8,0.00000231503,0.00001301389,0.0001108702,0.0001499692,0.00001445016,0.4155193,0.000004756586,0.5841853],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08852904,"threshold_uncertainty_score":0.6756865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006268496165310734,"score_gpt":0.2288578440212636,"score_spread":0.2225893478559529,"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."}}