{"id":"W6989515843","doi":"","title":"BIBLIOASIS: A CASE STUDY OF A SMALL CANADIAN PRESS","year":2022,"lang":"en","type":"dissertation","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Indie film; Foundation (evidence); Globalization; Conjunction (astronomy); Interpretation (philosophy); Context (archaeology); Project commissioning","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001182486,0.0003683091,0.0006508002,0.002841628,0.002305646,0.0003843523,0.001908835,0.0003136322,0.004198722],"category_scores_gemma":[0.000147256,0.0004837573,0.0002989775,0.0006019949,0.0001492029,0.001566159,0.0003197516,0.001590559,0.00001954158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003364366,"about_ca_system_score_gemma":0.0006145433,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6615382,"about_ca_topic_score_gemma":0.9728449,"domain_scores_codex":[0.9971696,0.0007112127,0.0004492288,0.000555496,0.000691154,0.0004233574],"domain_scores_gemma":[0.9967145,0.0001511942,0.0008371779,0.001238538,0.0007411934,0.0003174383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008192792,0.00205627,0.01907457,0.0006538808,0.00139101,0.00260615,0.959982,0.00005209972,0.0001232879,0.003698974,0.005442439,0.004100011],"study_design_scores_gemma":[0.002215988,0.0008299891,0.02267304,0.0002063469,0.0009205703,0.0001085944,0.8413947,0.00002198929,0.00003230416,0.000183543,0.1305614,0.0008515395],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9410349,0.000769774,1.466864e-7,0.00009786876,0.0006076103,0.0006646417,0.0005025772,0.00006536443,0.05625709],"genre_scores_gemma":[0.952607,0.00005613435,0.00004146347,0.00002518644,0.00007451233,0.000005875657,0.0009538675,0.00005590845,0.04618008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3113066,"threshold_uncertainty_score":0.9997614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06519239012031204,"score_gpt":0.2441235223241158,"score_spread":0.1789311322038037,"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."}}