{"id":"W2211489035","doi":"10.22230/src.2011v2n2a32","title":"Social Sciences and Humanities Research and the Public Good: A Synthesis of Presentations and Discussions","year":2011,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University; York University; Federation for the Humanities and Social Sciences; Social Sciences and Humanities Research Council of Canada; McGill University","keywords":"Mandate; Scholarship; Engaged scholarship; Public relations; Scholarly communication; Political science; Digital humanities; Sociology; Publishing; Sustainability; Library science; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.04163077,0.002500894,0.001985805,0.007045114,0.02170083,0.02247979,0.003085817,0.008462659,0.009658045],"category_scores_gemma":[0.03665359,0.0009312384,0.001024937,0.01491775,0.01071975,0.01282529,0.01379144,0.01066809,0.001090248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02545903,"about_ca_system_score_gemma":0.03282212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007139354,"about_ca_topic_score_gemma":0.01188279,"domain_scores_codex":[0.9699864,0.01920829,0.0008767764,0.00147501,0.005257649,0.003195855],"domain_scores_gemma":[0.9609305,0.03096262,0.001040207,0.0004888729,0.004041721,0.00253598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003696363,0.0002146445,0.000614735,0.006167686,0.00007584693,0.001129359,0.7314324,0.0005297586,0.002254654,0.06700645,0.08695358,0.1032513],"study_design_scores_gemma":[0.00004578003,0.00009481592,0.001259787,0.006238423,0.00003656578,0.0002004764,0.4883595,0.0001542261,0.0007039107,0.008846958,0.4939821,0.00007743153],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1005648,0.2725968,0.01060923,0.4140817,0.05249875,0.001408876,0.000838152,0.000255623,0.1471461],"genre_scores_gemma":[0.6101441,0.2613085,0.007437859,0.04814738,0.02152885,0.004067266,0.0008031849,0.0007874148,0.04577538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9775202,"threshold_uncertainty_score":0.2201672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5852473337374291,"score_gpt":0.52148032948794,"score_spread":0.06376700424948911,"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."}}