{"id":"W4406474509","doi":"10.1016/j.omag.2024.04.009","title":"10.1016/j.omag.2024.04.009","year":2000,"lang":"en","type":"article","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":"Psychology","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":[0.0003365012,0.00005440722,0.00007071457,0.00007067417,0.0003977795,0.00003873278,0.000204286,0.0001115861,0.9985718],"category_scores_gemma":[0.000112282,0.00005625551,0.00002887608,0.0002745542,0.00008961834,0.000192675,0.00001671098,0.0001454339,0.9976022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003146032,"about_ca_system_score_gemma":0.00004394373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007323711,"about_ca_topic_score_gemma":0.000001538551,"domain_scores_codex":[0.9993976,0.00004825904,0.0001090703,0.00008234271,0.0001435723,0.0002191365],"domain_scores_gemma":[0.9997349,0.00003594853,0.00002491805,0.0001094195,0.00003222083,0.00006255092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009709731,0.00000695312,2.907259e-7,9.907335e-7,0.000003759957,9.764376e-7,0.0007255364,0.00004178055,0.000001214559,0.0001349584,0.2700027,0.7290712],"study_design_scores_gemma":[0.00006230167,0.00003083507,0.00001805664,0.000004969682,0.000003087716,7.692684e-7,0.00006972624,0.00004592508,0.00001312701,0.00006354978,0.9996076,0.00008010393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005424286,0.00001507726,0.000001431471,0.001290466,0.000002726988,0.00009299797,0.000001278289,0.0003357635,0.9977179],"genre_scores_gemma":[0.0009293537,2.989593e-7,0.00008415745,0.0000903626,0.00009047408,0.000004469657,0.00000360939,0.000004915265,0.9987924],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7296049,"threshold_uncertainty_score":0.3059438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005450107954664661,"score_gpt":0.2075405162260033,"score_spread":0.2020904082713386,"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."}}