{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006381469,0.00132218,0.0007504781,0.002057345,0.001473902,0.003279078,0.00142637,0.00587705,0.9718237],"category_scores_gemma":[0.001689851,0.0005598862,0.0006006935,0.001508724,0.0008845284,0.00359694,0.001451011,0.001229995,0.9758875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007113263,"about_ca_system_score_gemma":0.00091537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00316248,"about_ca_topic_score_gemma":0.002983399,"domain_scores_codex":[0.9997231,0.00001998302,0.00002213151,0.00008417724,0.00007362481,0.00007690836],"domain_scores_gemma":[0.9990323,0.0002183107,0.00008558173,0.00009953896,0.0001950172,0.0003691791],"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":[0.0001115154,0.0001664446,0.001261535,0.0003120346,0.00001411679,0.0001581794,0.00008015407,0.0001929206,0.0004564888,0.005067469,0.4809346,0.5112445],"study_design_scores_gemma":[0.00003054088,0.00004140891,0.0009800082,0.0003367892,0.00001368311,0.0004778762,0.0001291992,0.0001612458,0.0001662584,0.001833988,0.9958163,0.00001279884],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009539211,0.001180273,0.001141578,0.001610793,0.000665364,0.00005846262,0.001321139,0.001211102,0.9918573],"genre_scores_gemma":[0.002286401,0.0005190836,0.0008703603,0.0007262097,0.0001438139,0.00004731878,0.0008686115,0.0001817273,0.9943565],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02817631,"threshold_uncertainty_score":0.04018998,"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."}}