{"id":"W7111751165","doi":"","title":"Resources","year":2024,"lang":"","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005662314,0.0004543809,0.0005174174,0.0050824,0.01042387,0.002853468,0.001784254,0.0007133866,0.1340217],"category_scores_gemma":[0.002960387,0.0003626143,0.0002172265,0.006911048,0.001287219,0.0006673615,0.002758822,0.0005573624,0.02273726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01643208,"about_ca_system_score_gemma":0.04294452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9800004,"about_ca_topic_score_gemma":0.9945402,"domain_scores_codex":[0.9991123,0.00006484504,0.00002895501,0.000126733,0.0003450178,0.000322095],"domain_scores_gemma":[0.9964456,0.0002551294,0.0001185719,0.0001999004,0.001908536,0.001072287],"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":[0.0002540297,0.00007489836,0.03388204,0.0008869577,0.0000352185,0.001945145,0.01570521,0.0005334127,0.001563184,0.007109907,0.8029417,0.1350683],"study_design_scores_gemma":[0.00001269781,0.00001171952,0.06213594,0.0003935346,0.00001945812,0.0002390364,0.01636935,0.0001603765,0.0003388899,0.0004620977,0.9198132,0.00004365698],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08446091,0.002985369,0.001573305,0.002792069,0.0004913824,0.000878344,0.1438511,0.001007096,0.7619606],"genre_scores_gemma":[0.2064235,0.002870121,0.003078588,0.001134113,0.000092755,0.0004418875,0.05432571,0.0007732743,0.7308599],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9800004,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548923530144574,"score_gpt":0.2656808708244007,"score_spread":0.250191635522955,"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."}}