{"id":"W4408753567","doi":"10.63485/n9dtn-82h75","title":"OA and public intellectuals","year":2008,"lang":"en","type":"preprint","venue":"","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.007208976,0.0003578429,0.0005118913,0.00411819,0.01351623,0.026014,0.001018151,0.005986385,0.0295974],"category_scores_gemma":[0.01718698,0.0003138668,0.0003946796,0.003337258,0.03465179,0.0227081,0.01036688,0.007712263,0.00184506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008675633,"about_ca_system_score_gemma":0.006592822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01022473,"about_ca_topic_score_gemma":0.01230057,"domain_scores_codex":[0.9943078,0.002784626,0.0001578538,0.0005177449,0.0008727905,0.001359159],"domain_scores_gemma":[0.9878619,0.008149356,0.0009132791,0.0009484869,0.0008069334,0.001320167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002010486,0.00001703965,0.0003133851,0.00004191698,0.000003370681,0.00007791449,0.02241929,0.00002652794,0.00004355818,0.9515018,0.01722529,0.008309892],"study_design_scores_gemma":[0.0000203675,0.00001571844,0.0012308,0.0005261882,0.000008852541,0.000143077,0.06068452,0.0001190148,0.000215445,0.3779121,0.5591081,0.00001580353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0283245,0.02598316,0.00180403,0.1472935,0.001674775,0.0000278495,0.0001168414,0.00009375402,0.7946814],"genre_scores_gemma":[0.9150464,0.007064456,0.0005217763,0.007038931,0.001982965,0.00004121739,0.00007153665,0.0001459906,0.06808671],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9989818,"threshold_uncertainty_score":0.09901315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06860091185320638,"score_gpt":0.2770434187213809,"score_spread":0.2084425068681745,"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."}}