{"id":"W4312177544","doi":"10.18357/otessac.2022.2.1.68","title":"Community-Led Infrastructures for Open Access Books: A Sustainable Model and Platform","year":2022,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Conference","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Research England; Arcadia Fund","keywords":"Publishing; Revenue; Business model; Variety (cybernetics); Promotion (chess); Computer science; Theme (computing); Revenue model; World Wide Web; Business; Political science; Marketing; Artificial intelligence; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003018431,0.0001612162,0.000242429,0.0001678929,0.002330333,0.00395327,0.002462788,0.000165622,0.00003580527],"category_scores_gemma":[0.001126967,0.0001573952,0.0000349019,0.0008045456,0.0001297043,0.005737113,0.004373673,0.001018004,0.000001624918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004127966,"about_ca_system_score_gemma":0.0004053621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008784675,"about_ca_topic_score_gemma":0.0003592481,"domain_scores_codex":[0.9988807,0.00004941017,0.000286615,0.0002833595,0.00016698,0.000332964],"domain_scores_gemma":[0.9986012,0.0001925524,0.0005155542,0.0002946108,0.0003847065,0.00001136843],"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":[0.00004887679,0.0001285111,0.1079351,0.00009040011,0.00003063895,1.450311e-7,0.001220505,0.00005964565,0.0001276,0.8755593,0.01016959,0.004629685],"study_design_scores_gemma":[0.0008635322,0.00002191789,0.04339064,0.00003728273,0.00002680711,0.000002036079,0.02477462,0.003215372,0.00004540612,0.9067444,0.02063891,0.0002391125],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685704,0.0001930089,0.000400979,0.02196057,0.0001552861,0.001818939,0.0000205344,0.00007590531,0.006804361],"genre_scores_gemma":[0.9897916,0.00004916264,0.0006084189,0.004329515,0.00003117455,0.001183979,0.00006140232,0.00001766756,0.003927055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06454451,"threshold_uncertainty_score":0.9989685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06806616473771564,"score_gpt":0.3478503443591267,"score_spread":0.2797841796214111,"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."}}