{"id":"W7093885083","doi":"","title":"Open Access Funds: Getting a Bigger Bang for Our Bucks","year":2016,"lang":"","type":"article","venue":"Purdue e-Pubs (Purdue University System)","topic":"Pregnancy and Medication Impact","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Context (archaeology); Open access publishing; Best practice; Principal (computer security); Sustainability; Scale (ratio)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003401572,0.0009567022,0.001887219,0.001099494,0.00127856,0.000786418,0.004833899,0.0008546592,0.0004782418],"category_scores_gemma":[0.002150245,0.0008137373,0.0007320326,0.00128338,0.0002579828,0.004962617,0.002753621,0.0005979807,0.0008731349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002791447,"about_ca_system_score_gemma":0.002772638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007851529,"about_ca_topic_score_gemma":0.00009936363,"domain_scores_codex":[0.9930232,0.0007157398,0.001216682,0.00188238,0.001054876,0.002107122],"domain_scores_gemma":[0.9924137,0.001020079,0.001400091,0.002097583,0.001098359,0.001970217],"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":[0.01930488,0.004246514,0.05878041,0.04016544,0.009699781,0.004009223,0.01625831,0.00003893836,0.02091801,0.06126355,0.4811907,0.2841243],"study_design_scores_gemma":[0.03828053,0.00122066,0.01179727,0.05718479,0.003338438,0.0005965647,0.03356443,0.0007298319,0.005109864,0.0001395913,0.8454647,0.002573345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1059711,0.01723373,0.2462699,0.1484637,0.03295432,0.05370073,0.008596271,0.002986184,0.383824],"genre_scores_gemma":[0.9076287,0.0005904126,0.0008320341,0.0006273352,0.002009373,0.00006833135,0.0001215657,0.0001471972,0.08797511],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8016576,"threshold_uncertainty_score":0.9999048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08622504339537353,"score_gpt":0.3637592120537498,"score_spread":0.2775341686583763,"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."}}