{"id":"W7129553102","doi":"10.17605/osf.io/zj76p","title":"Academic Libraries' Role in Community-Based Research","year":2022,"lang":"","type":"article","venue":"Open Science Framework","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Qualitative research; Academic library; Higher education; Outcome (game theory); Research methodology","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":["metaresearch","metaepi_narrow","bibliometrics","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["sts","open_science"],"category_scores_codex":[0.06281177,0.0002820928,0.0004166161,0.001157846,0.02909714,0.006413475,0.02880616,0.0003346082,0.007726924],"category_scores_gemma":[0.003919895,0.000311409,0.00008561233,0.03164266,0.011831,0.01355929,0.01120897,0.01053224,0.0002290439],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008624979,"about_ca_system_score_gemma":0.02219708,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007905341,"about_ca_topic_score_gemma":0.0004056694,"domain_scores_codex":[0.9816652,0.007987375,0.0008555247,0.001303238,0.005806396,0.002382251],"domain_scores_gemma":[0.9936934,0.003201368,0.0003247533,0.00178505,0.00021519,0.0007802024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002219601,0.00116572,0.05588395,0.0000220055,0.000004147561,0.00004038092,0.1990535,0.001965422,0.001256172,0.7149893,0.005875558,0.01952186],"study_design_scores_gemma":[0.0003729395,0.0009486948,0.006644826,0.0002382046,0.000004079987,0.000002223608,0.2639988,0.002891153,0.001081771,0.4355735,0.2876521,0.000591699],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7058397,0.0004794447,0.00009758554,0.0548682,0.002529904,0.002704741,0.00006201602,0.00006787098,0.2333506],"genre_scores_gemma":[0.9870235,0.00006639529,0.003028356,0.005608195,0.0002483985,0.0002824419,0.00001435187,0.00002024326,0.003708115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2817765,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2161068110958163,"score_gpt":0.4612132380235713,"score_spread":0.245106426927755,"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."}}