{"id":"W6912663277","doi":"10.5281/zenodo.7768328","title":"The Role of Paywalls in Online Information-Seeking Behavior: A Review of Literature","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Information Retrieval and Search Behavior","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Narrative; Online research methods; Online discussion; Phase (matter); Online participation; Qualitative research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001213663,0.00007360455,0.0001216249,0.0002966846,0.0004714104,0.0003246451,0.001375821,0.00003573866,0.0002121434],"category_scores_gemma":[0.0005813309,0.00005718498,0.00005036689,0.002386399,0.00007047688,0.000877828,0.0009483918,0.0002006753,0.0005830327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003950193,"about_ca_system_score_gemma":0.000008692569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008128446,"about_ca_topic_score_gemma":2.42016e-7,"domain_scores_codex":[0.9985438,0.0001686407,0.000467065,0.0001063513,0.0004951786,0.0002189823],"domain_scores_gemma":[0.9984555,0.00004248203,0.0001849532,0.0004107898,0.0008482385,0.00005806112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001944998,0.0001117228,0.00004980866,0.0008940525,0.00001105693,0.000005586366,0.00556086,0.0000298594,0.001625459,0.0337249,0.01120486,0.9467624],"study_design_scores_gemma":[0.0002834852,0.0001297336,0.005479036,0.0009839055,0.000004701542,0.00002721755,0.000468335,0.004977271,0.0006749996,0.000247158,0.9866127,0.0001114025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4893055,0.03664529,0.06411456,0.03019985,0.002229482,0.02053407,0.007329622,0.009948597,0.339693],"genre_scores_gemma":[0.967649,0.02427528,0.001727129,0.000696193,0.00007797361,7.445396e-7,0.004602893,0.0004385412,0.0005322666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9754079,"threshold_uncertainty_score":0.74939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01946971939750703,"score_gpt":0.2563207998961361,"score_spread":0.2368510804986291,"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."}}