{"id":"W7012826089","doi":"","title":"","year":2022,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Filmmaking; Documentary film; Interview; Film director; Meaning (existential); Greenwich","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","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004991879,0.0008229522,0.001306615,0.001302182,0.0002400784,0.001858116,0.007754042,0.0001639016,0.1499282],"category_scores_gemma":[0.0001118124,0.0008963781,0.0002456366,0.0007741075,0.0001904643,0.002025557,0.00362101,0.0008967232,0.000160524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004954262,"about_ca_system_score_gemma":0.0002146867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003453577,"about_ca_topic_score_gemma":0.001786303,"domain_scores_codex":[0.9963461,0.0001312598,0.0008651469,0.0008134804,0.001114034,0.0007300123],"domain_scores_gemma":[0.9977707,0.0002074251,0.000335707,0.001318219,0.00009519895,0.0002727576],"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":[0.0002154944,0.0001877326,0.007542747,0.005079437,0.003092682,0.0001350345,0.0004064755,0.03971148,0.003238705,0.01776277,0.3136611,0.6089664],"study_design_scores_gemma":[0.0008336812,0.00003679645,0.00864881,0.0002182821,0.00005487237,0.000009117446,0.00003239903,0.001459648,0.0005131063,0.0003175638,0.9868135,0.00106223],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003365436,0.0006901604,0.0002326282,0.00004583708,0.001780873,0.00221009,0.00003505859,0.001338255,0.9903017],"genre_scores_gemma":[0.07663442,0.001249762,0.000891055,0.00008545331,0.0005453939,0.001652747,0.002141851,0.002949272,0.9138501],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6731524,"threshold_uncertainty_score":0.9993487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05654482848364353,"score_gpt":0.373795075814726,"score_spread":0.3172502473310825,"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."}}