{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.02812564,0.0006838663,0.0009142395,0.003202515,0.01312199,0.03262523,0.002031071,0.01055652,0.03322644],"category_scores_gemma":[0.08867268,0.0005762978,0.001056136,0.004734771,0.01620158,0.04736083,0.01149504,0.01423187,0.005345684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0143073,"about_ca_system_score_gemma":0.03819878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0353611,"about_ca_topic_score_gemma":0.0547798,"domain_scores_codex":[0.9794055,0.006982573,0.0009284242,0.001135209,0.008063301,0.003485051],"domain_scores_gemma":[0.9191733,0.03073031,0.004028725,0.005001959,0.01485876,0.02620699],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007999782,0.00006912626,0.00275414,0.0003125948,0.00002824933,0.0002020128,0.006541854,0.00009966806,0.0002884087,0.1126746,0.7758206,0.1011288],"study_design_scores_gemma":[0.00001821619,0.00004411024,0.002081624,0.000714868,0.00001288799,0.0001222454,0.0116405,0.00009034784,0.0001791108,0.02722439,0.9578148,0.00005694864],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003235901,0.007753642,0.0006361115,0.9716584,0.004206026,0.00001653664,0.00009758929,0.00008174172,0.012314],"genre_scores_gemma":[0.1616843,0.04001242,0.007932687,0.699874,0.01934932,0.0001238473,0.0004674954,0.000813627,0.0697422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9979689,"threshold_uncertainty_score":0.1487444,"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."}}